{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_moead:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MOEA/D\n",
    "\n",
    "\n",
    "This algorithm is implemented based on <cite data-cite=\"moead\"></cite>. The algorithm is based on [Reference Directions](../misc/reference_directions.ipynb) which need to be provided when initializing the algorithm object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "algorithms/usage_moead.py"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xa5OIqPYwZBIRHRGldFxqJ+/lCpnpdFrfvXRzcxN2ux2nTp2q2u6lmnIFD0EQ0N5YO7vIGqmtrQ2PPfYYRkZG9N1/Hzx4gK6uLoiiiP7+/rL8XrXOzHzYtUlEVDsYMomI6pyqqtjZ2Smp47Jc02WTyaTew7izs4OmpiacO3euaj2M+VRqmrARqjWSuVdzczPOnTuHYDCo95i+/PLLaGtrgyiKGBwcNPQ4841k7pUrbLJrk4ioshgyiYjqlNZxqdWQAA8rHYrpuDR6JHNra0vfKCaVSqGtrQ1nzpyB0+msyjq59e2UviGPv7cFjbaHAfeoBI3xxQ1E59ZhM5twZqjd8Cm6+2loaMCpU6cgSRIikQgikQiuX7+ud20adUFB2/inUNlhU1u3ybBJRFQZDJlERHXGyHCpMSpkbmxsIBQKIR6PI5PJlH0K5UEerG7hP31LwTOvTWBj5+HmRy12C37isSF85u0iWv77jNZ6GsnMdmt8Gb/7zVF8T57Vv9Zit+BDj7vwS++S0GKv3Me8tr7W7/cjkUggFArhxo0bGB0dhd/vh8fjgcVS/PEUOpK5V3ag3Bs2AXZtEhGVA0MmEVGdyNdxqYXLUpS68U/2ZjCqqqKvrw+iKKK7u7tqJ++TS5v4V//lCiaWNnd9fW07hS+9GMN35Vn85Scer8qxlUIb0XspMo+f+ZOr2Erufs7WtlP44gtRvBJfwF9+8nJFgybw8DXp8/ng8Xj0TZ7u3LkDWZbh8/ng8/lgs9kOfb8Hrck8SL6wya5NIiLjMWQSEdWwQjoujaKdfB/G4uIiZFnG9PQ0AFS81mI/n/3qjUcCZrbo3Dp+42/v4n2d9TeSmUyr+JWnX3skYGa7Ob6M3/umjN9838kKHtkbTCYT3G43XC4XpqamIMsyRkdHEQqF4PF4Dl1Xk8lkShoJ1WSHzVxdmwybRESlY8gkIqpBh+m4NIp20l3Isc3NzUGWZczNzUEQBLjdbgQCAbS2thp+XMWQZ1bxQmj+wNt9+/4s3nQB8FfgmIyiqiquP8hgdnX7wNv+9Stj+JUfkSq6RnMvQRDgdDrhcDgwOzsLRVEQDocRiUT0101LS8uB91PsdNn9jitX16YWNtm1SURUPIZMIqIakq/jUhu5LOfoykEjmaqqYnp6GrIsY2lpCWazGT6fD4FA4FAjUpWQvUZxPyqA0WUBT9TZSObdufTBN8LDqbM3x5dx2VfeDstCCIKAvr4+9PX1YWFhAYqiIB6PIx6PY3BwEKIoor29Pe/3H3bjn8PQujazwya7NomIiseQSURUA3J1XAqCAJvNdmDHpVEEQcgZMjOZDCYmJqAoClZXV2G1WiFJEnw+H+x2e9mPqxjbqcKn/e4z47QmqaqK1CEy8c4hfheV0tXVhSeffFJfyzs+Po6JiQn09/fra3n3KnVNZiG0sJm9VjO7a1OrBGLYJCLaH0MmEVEVGdFxaZS9I5npdBrxeByhUAibm5uw2+04efIkPB4PrFZrxY6rGO6upoJv29NQf2syHc2Fj+h5e5rLeCSlaWtrw2OPPYaRkRGEQiEkEgnMzMygq6sLkiShr69v16ZUlZq6mq9rM5lMsv6EiKgADJlERFWQyWSQTCZ3hctSa0hKpY3gJJNJRKNRRCIRbG9vo6mpCWfPnoXb7Tak77AS3nmyHx2NVixtJve93UCbHSMd6xU6KmOoqoofcNnwTGgH6cz+4fgHpF64DhG4q6W5uRnnzp1DMBhEOBxGNBrFSy+9hPb2doiiCKfTWdbpsvmwa5OIqDgMmUREFVSOjksjra2t4Zvf/CZSqRRaW1tx6tQpDA4O1t3mJw1WM375XRJ+42/v7Hu7X36XBPPEa3U3ktnVaMLP/YAPf/idcN7bNFhN+Oy7ghU8qtI1NDTg1KlTEEVRv9DxyiuvoLm5WQ921bBf16a2eVAt/P0SEdUKhkwiogooZ8dlqTY2NhAKhbC+/nBEr7OzE6IoYmBgoK5Pmj/2lAcbO2n87j+NIrVnxM9qFvAb7z2JD14cwt9NvFalIyyeIAj47LuCEAB84XuRR0Y0e1vt+M8fvoAzQ/k30qllNpsNwWAQfr9fn7KtbTwVDocxPDxsSJ3JYbFrk4ioMEIJV2/r67IvEVGFVbLjshirq6v6piuqquqh9x3veMeROkmeWdnC/3ttDLcmlgEA510d+MknXOhpsUNVVXz961+Hx+PBuXPnqnykhXnuuefQ1NSEN7/5zQCA6eUtfPX6GCKz67CaTXhToBvvPj0Au6U+pjYXIp1O49lnn4XFYkEqlYLVaoXf74fX64XNZqvacamquqtrU8OwSURHSFFvZBzJJCIyWL5wqe0UW+1wubi4CEVRMDU1BQBwOBwQRRG3b9/WNzY5SvrbGvCZt4v73qbepstmP0cD7Q34hR/e/+erd9rPOzQ0hJ6eHiiKgvv370NRFHg8Hvj9/qrU6LBrk4goN4ZMIiKDVLPjspBjm5ubg6IomJ2dhSAIcLlcEEURra2tAA7uyTyK6jFQ11sgNoL2ujSbzRgcHITT6cTs7CxkWdY3CtJez83N1dlNt5CuTYZNIjouGDKJiEqk7ciaTCZ3hctKdlzud2zT09NQFAWLi4swm83wer0IBAJoatq962i+nszjoN6CWz2G41Jk/11p/9vX14e+vj4sLCxAlmXE43HE43EMDg5CFEW0t1dnPep+XZvZGwQdt+eQiI4XhkwioiJp4XJnZ6fqHZd7ZTIZTExMQFEUrK6uwmKxQBRF+P1+2O32nN9zHEcy61G9BWIjaK/LXCOBXV1duHz5MpaXl6EoCiYmJjAxMYH+/n5IkoSurq5KHy6A3F2bWthk/QkRHXUMmUREh5Sr47JWwmU6nUYikUAoFMLGxgbsdjtOnjwJj8cDq9W67/dqoy/HjSAIdfdzH7dgkv13lk97ezsef/xxjIyMIBQKYWxsDDMzM+ju7oYkSejt7a3K721v2MxkMuzaJKIjjyGTiKhAtdxxmUwmEYvFEA6Hsb29jaamJpw9exZut7vgihSOZBonmUxCiY2jocEO75DD0NdGvQViI+w3krlXS0sLzp8/j2AwiHA4jFgshitXrqC9vR2iKMLpdFY1bKqqyq5NIjryGDKJiA5Qyx2X29vbiEQiiEajSCaTaG1txalTpzA4OHjoTUaO65pMI0cyl9Y28X/94w08c3se81sPvzbY8jr+h8cG8XPvOA271ZjXy3ELIocJmZrGxkacPn0akiQhGo0iHA7jlVdeQXNzM0RRhMvlqspGPOzaJKLjgCGTiCiPXOHSarXCarVWPVxubm4iFAohHo8jnU6jo6MDkiRhYGCg6JNTjmQWb2dnB6/flfFLfxfH+Pruf5tYU/EfvjuOb9ycwO//xAkEvMMlhZtaHMmcX9vG6MwqTIKAEwNtaG/af2r2Ye3d+OcwbDYbgsEg/H4/4vE4QqEQXn/9ddy/fx+BQADDw8OwWCp/OpQdNrO7Nhk2iegoYMgkIsqSr+NSqyGpdgXB6uqqvt5MVVX09PRAkiT09PSUfDKq/Wyqqhp2Yju2sIE/fymOb96dwepWCgPtdnzw4hB+4rEhtDYYG0SKVcrPurW1hVAohFgshi/cUTG+nv/1cX9RxW9//TZ++pQCURQPNZW5Vo0tbOD/+KdR/MPtKaTSD8Ov3WLC+8458W/fHURfa4Mhj1PMSOZeFosFfr8fHo8H4+PjUBQFt2/fhizL8Pl88Hq9sNlshhzvYbBrk4iOIoZMIiLs33FptVqrfoK3tLQERVEwOTkJAHA4HBBFEZ2dnYY9hvYzZjIZQ8LPP96ewmf+6nXspN4YHZ1b28btibv4r9+P4s8+cQm+3paSH8cIhx0d3NjYgKIoSCQSDzeCsnfg1uLagd93dc6Mn0gBN2/exOjoKAKBADwez6FG0oy8CFCKyOwaPvSFK5hb29n19e1UBl+9Po4r4Xl89eefgqO9seTHKmTjn0KZzWYMDw/D7XZjcnISsizj/v37UBQFXq8Xfr8fDQ3GhOPDYtcmER0VDJlEdKxld1yurKxAURQMDw/D4XDURMfl/Pw8ZFnG7OwsBEGAy+VCIBBAW1ub4Y+n/axGhMzbE8v4hb98DalM7vA2sbSJj//JVXzzf34bGm3VHc07zHO8uroKRVEwPj4OVVXR19cHSZLwtTtLAO4f+P07aRVwnMTFHhWyLOPOnTuQZRl+v79qI2nF+uWv3HgkYGabWNrErz9zG3/8M0+U/FilTJfNRxAEDA4Owul04sGDB5BlGaFQCJFIBG63G4FAAM3NzYY93mHs7dqcmprC1NQURkZG0NjYyK5NIqp5DJlEdCzl6rhUVRWLi4twu91VPdlXVRUzMzOQZRmLi4swmUzwer0IBAJoamoq2+Nmj2SW6o++H8kbMDVjC5v4u5uT+NDjrpIfr1QHjWQuLy9DluVdI8mSJKGjowMAsLo1V/BjrW2n4XINY2hoCFNTU/pIWigUgsfjQSAQyNtlqh1rtcPFrfFlvJZYOvB2/3z/ARLzG3B3l/a6NWK6bD6CIKC/vx/9/f2Yn5+HoiiIxWKIxWIYGhqCKIpluahT6LFZLBasr69jamoKwWCQXZtEVBcYMonoWNmv41I7kc1ei1npY5ucnISiKFhZWYHFYoEoivD5fBWZvpe9JrMU26k0/v7WVEG3/ZvXJqoeMvc7QV9YWIAsy5iZmYEgCHlDR19b4c/PwH+/rSAIcDqdcDgcu0bSotEohoeHEQgE0NhY+lTTcnghXFioVgFciczB3e0u6fGMnC67n+7ubnR3d2N5eVkfsR4fH8fAwABEUURXV1dZHz8f7b2poaEBZrOZXZtEVPMYMonoWCik41JbF1fpkJlOpzE2NgZFUbCxsQGbzYYTJ07A6/XCaq3c5jhGjWSubKaQTBcWVOfWtkt6LKNkB2tVVTE3NwdZljE3NweTyYTh4WGIoph3+uSPnXHgc8/e3bX+NJeeFhveKvXs+po2ktbX16dPj9Zqadxu9yOPWwsjmdvJwl8jB/1OClHOkcxc2tvb8fjjj2NkZAShUAiJRALT09Po6emBKIro7e2t6HOgvSdZLBaYzea8XZsMm0RUKxgyiehIS6fT+silJl/HpfbflQqZyWRSr1TY3t5GY2Mjzpw5A7fbXbVKBaD0kNnaYIFJAA6YLQsA6Gis/hpE7efeO03ZbDbD5/MVNKLY1WzDx58axh99P7rv7X7+BwOwW3KvQRUEAT09Pejp6cHCwgIURUE8Hkc8Hq/6tM29fL2Fr1X09pS+uVM51mQWoqWlBefPn0cwGEQ4HEYsFsOVK1fQ3t4OSZLgcDgqckzae5IWsvN1bWp1S6w/IaJqY8gkoiMpV8dlvnCpqVTI3N7e1keqkskkWlpacPLkSQwNDVV150ijRjIbrGa8/UQ/nrs7c+Btf+yso6THMoKqqtjc3MR3v/tdLC8v69OU/X7/vmsj9/rVd49gYT2Jr706nvPf/83b/PjZN3sKuq+uri48+eSTOadt1sJI5jtP9qOr2YaF9fwb/wCAu6sJb/J3l/x4lR7J3KuxsRGnT5+GJEmIRCKIRCK4du0aWlpaEAgE4HK5ynpsWm/m3ud9b9dmKpXSNwti1yYRVRNDJhEdGaV2XJY7ZG5ubiIUCiEejyOdTqOjowOiKFZsNOQgRq3JBIBPvtWHb92dwX731N1swwcuDpb8WMXKZDIYHx9HKpXC0tISbDYbRkZG4PP5ipqmbDGb8H/+q7P4ySdc+IuX47g7uQKTIOCCuwMfvTyM04Pth77P7GmbiqLo/aizs7OYn59Hd3fpAa4YDVYzfvXdQfzq127te7tfe88ITKbSX9vVDpka7TXi9/v1WQivv/46RkdH4ff7MTw8XJZZCKlUat8dn7WdZq1Wq/4+yK5NIqomhkwiqntGdVxqa5mMDplra2u7AkK11nUdxMjdZS95u/D5D5zGrz9zO2fQ7Gyy4os/8wTaGiq35lSTTqeRSCQQCoWwsbEB4OG0yLe97W0lBwRBEHDJ24VLXmM3iGlpacGFCxcQDAbx3HPPYXt7G88//zy6u7shSVJVXks/+YQbO6kMPv+Ne9jes+6y2WbG73zgDN592piR6kpt/FMoq9WKQCAAr9eLsbExhEIh3AeU6NIAACAASURBVL59G7Isw+fzFX2hIh9tVPIgWthk1yYRVRtDJhHVrXzh0mazFd1xaTabDQuZS0tLUBRFr72o9g6VBzFqTabmp54cxmlnO770Ygz/dGcaGztp9LXa8cHHhvDxpzwYaK9s4X0qlUIsFtu1Bvbs2bO4f/8+mpubq7IO9rCampogCAIcDgeampoQjUZx5coVdHR0QJIkDAwMVDRsfuwpD953zomvvTqB2xPLEATggrsT//K8E60GXkColZHMvcxmMzweD9xut74zdHYdjd/vN2Rn6EJDZra9XZvZgVMLm+zaJKJyqf1PVCKiPXJ1XJpMJn3kspSTJiNCprZD6IMHD/atvag1Ro5kas65OvAff/I8ACCdUWE2YOrkYSWTSX0d3c7OziNrYGVZNmSKcCWZzWacOnUKoijqP9vVq1fR2toKSZLgdDorFsg6mmz4xFu8ZX2Mam38UyiTyYShoSEMDg5iZmYGiqIgFAohEonA7XYjEAjk3Zm4EMWETI22c7b23pYdNrkjLRGVC0MmEdUNVVX1GpK9HZcWi8WQkySLxVJUyNR2JlUUBQsLCzCZTPB4PCWfXFaSkWsyc6l0wNze3kY4HEY0GkUqlUJbWxvOnj0Lp9NZ1yfU2Rv/ZK8RjMViCIfDuH79Ou7fvw9RFMu+IU2l1OpI5l6CIGBgYAADAwP6xaZYLIZ4PI7BwcGiLzal0+lDbUKV79j2hk3WnxBRuTBkElHNK6Tj0iiHHclUVRUTExNQFAUrKyuwWCwIBAKGTZOrpHKMZFbD3g2WOjs7IUkS+vv7c75WBEGou5HMvaxWK0RRhNfrRSKRgKIoeP3113H//n0EAoGybUhTKbW2JrMQ3d3deOqpp/Rp89k7BB922nwpI5l7ZYdNdm0SUbnU7ycOER15ucKlxWKB1Wot27b8hYbMdDqtb/ixvr5e8s6ktaDeQ+b6+rq+wVImk0FPTw8kSUJPT8+ROWHWwla+n8discDn88Hj8WBsbAyKouD27dtQFAV+vx8ej6cuX5/1MpKZS0dHB5544oldG4BNT08fagMwI0Omhl2bRFRODJlEVHOK6bg0itlsxs5O/u4/bfOYcDiMra0tvT+v3keKAOM3/qmUlZUVKIqCiYkJqKqK/v5+SJJU8EjRURjJ3MtkMmF4eBgulwuTk5OQZRl3796Foij67qc2m63ah1mwWl+TWQhth+CRkRF9pF3btOmgKqNyhExNvrDJrk0iKkV9nxER0ZFRaselUcxm865wq9nZ2dE3WEkmk/oJo7Z5zFFQbyOZS0tLkGUZU1NTAACn0wlJktDefvg+ynpT6Al/9oY009PTkGUZo6OjCIVC8Hq9dTOtu55HMvdqbGzEmTNnIEkSIpEIotEorl27hpaWFoii+Mh7ivbeWO4LbNlhM1fXJsMmER0GQyYRVZU2PSuZTOrhspiOS6PsnS67ubmJcDiMWCyGdDqN9vZ2SJK076hDvSr3xj9G2bt7r8vlgiiKaG1tLer+6ul5LPa50WpPBgYGMDs7C1mWd+1+KooimpqaDD5a49TjmsyD2O12nDhxAoFAAPF4HKFQCK+99tqudbTZ70flDpmafF2bWthk1yYRFYIhk4iqIl/HpTZyWa0Tf+2kbm1tDaFQaNf6vkLXT9WrWp4uq6qqHo7m5+f13XuNCke1Hqz3KvY1KAgC+vr60NfX98jup1pYb2lpMfhoS3cUpsvmY7VaEQgE4PV69XW0t27dwujoKPx+P5xOJ4DKhcxsWtdmdthk1yYRFYIhk4gqKlfHpSAIsNlsJXdcGkFbj/Ttb38bAIraCbJe1eJ0WVVV9WmeS0tLMJvN8Pv9CAQCdTHN02hGhmFt99PFxUUoioJEIoFEIqFXbdTStGOt07Ha7w/lZDab4fF44Ha79XW09+7dg6IoAKp7IUQLm9lrNbO7NrUKqaP8/BDR4TBkElFFVKLjshTz8/NQFAUzMzMAHq7vCwaDRXXa1atami6rVcPIsozV1VVYLBZIkgS/33/ghjWqqmJjJw2r2QSb5eApffW48Y+Rfy+dnZ24dOmSvoHS+Pg4JiYmauoCi6qqx2Z6ZvY62pmZGdy7dw8rKysIh8NIp9MIBAJVm9qcr2szmUyy/oSIdmHIJKKyymQySCaTu8JluTouD0tVVTx48ACKouhTMNvb27G8vIwzZ84cu5GyWhjJzGQy+pRBrRrmxIkT8Hq9B1ZvzK9t409fjOGvro3hweo2AOCyrws/8yYPfuTUwJE48T1MGN5OpXElPI+ljSS6mm247OveN3S3tbXhscceQzAYRCgUQiKR0Ks2gsEguru7q/Y71KZnHieCIGBgYAB2ux3f+9730NzcjGg0ilgshqGhIQQCgapdBGPXJhEdhCGTiMoiV8dlLYXLyclJKIqC5eVlmM1mBAIB+P1+JBIJLC8vF9SVedRUc01mOp3WNz/Z3NxEQ0PDoaph4vPr+MgfvYyJpc1dX38psoCXIgv46GU3Pvf+0zlfd0dtJDOTUfGH3w3ji89HMb/+Rh1Pb6sdP/dWH/71W737fn9LSwvOnz+vh814PI4XXngBXV1dkCQJfX19Ff/7PY4hU6P9PYqiiLa2Nr1rc2xsDAMDA5AkCZ2dnVU5tv26NrXNg6r9fk9E1cGQSUSGqmbH5UHS6TTGx8d3jZKNjIzA6/XqUzC1YzyOIbMaI5nJZFLvHd3e3kZTUxPOnTsHl8tV8Oslk1HxyS+/8kjAzPbnLyUQHGjDxy4PG3XoVXFQGFZVFf/2azfx1evjj/zb7Oo2fufv72FscQP/7l+cOvDEP7tqIxwOIxqN4qWXXqrKDsva2r/jSHsvslgs6OjowBNPPIHV1VV9YzJttFmSJPT09FTl98SuTSLaiyGTiEpWKx2X+aRSKX2UbGtra99RMu2/j3PIrMSo3t7e0dbWVpw6dQqDg4OHfr18V5mFPLN24O3++PsR/NQlN0ym3Se6R2kk81v3HuQMmNm+fCWOd58awJsCPQU9lt1ux8mTJxEIBBCNRhEOh/ftdSyH4zySmavCpLW1FRcuXEAwGEQ4HEY8HseLL76Ijo4OSJKEgYHqTA9n1yYRaRgyiahoucJlNTsu99rZ2dFPipPJJJqbm3H+/Hm4XK68x1bPI5mbO2n8/a0pjM6swiQIeMLTiR8M9sFsKuyErhIjmVtbW/qomFG9o/94a7qg28XmN3B/ehUnnfW7mdNBYfjLV2IF3c+Xr8QLDpkam82GYDAIv9+PWCym9zqOjo5CFMVDjT4f1mE3/lFVFS9HF/BPd6axupVCf5sdH7gwhEBf7dWzHGS/nsympiZ9tFm7aHP16lW0trZCFMWiLtoYgV2bRMSQSUSHVqsdl5rNzU2Ew2HEYjE9yIiiCKfTeeCx1WvI/MorY/j8N+5hefONNbD/5buAq6sRv/eh83jCc/AOoeUMmRsbG/r6vkwmY+j6vpWt5ME32ue29TiSmc8rscWCbncttlD0Y1gsFr3XMZFIQFEU3LhxA6OjowgEAgWvoz2Mw4xkji9u4Of//FXcmlje9fU/+P/CeO9ZB373J86h0VbdqfuHsV/I1Njtdpw4cQKBQECffv7qq6/i3r17+nNSreUKhXRtMmwSHT0MmURUMG2r+mQyuStc1krH5fr6ur4pRiaTQXd3NyRJQm9vb8HHVo8h8yuvjOGzX72Z89/GFjbxsT9+GX/1c0/hvKtj3/spx8Y/a2tr+nOiqip6e3v1tWNG6W8rfBfgvla7YY9bDdndsrmkM4WF5bQBodpsNsPr9WJ4eBjj4+OQZRm3b9+GLMvw+Xzw+XwH7ghcqELXZC6u7+DDf/QSxhZyr8999uYU1rZT+OLHn3hk2nSt0ta3FxISrVYrRFGEz+dDIpFAKBTCrVu39OekkF2ay2W/rs3sDYKq/TlCRMZgyCSiA2nhcmdnpyY7LpeXl6EoCiYmJgAA/f39kCSpqH4/7UQue+OiWra5k8bnnr277222khl8/tm7+OrPv+nA+9NGHEq1srICWZb156Scu2B+4MIgvvRi7MDbnXd1wNf76HTJozSSOeJoxc3x5QNvF+xvNewxTSYT3G43XC4XJicnIcsy7t+/j1AoBK/XC7/fD7u9tHCfyWQKGh39kxeieQOm5jujs/ieMosfDPaVdEyVUshI5l7ZFwAmJiagKAru3bsHRVEMe06KlatrUwubrD8hOjoYMokor3wdl1artSbC5cLCAmRZxszMDABgcHAQoiiivb296Pust5HMb9yawsrWwYH4lfgi5JlVSAeEC22koViLi4uQZRnT0w/XSQ4ODkKSpLL2+Z1zdeAHpF58T57d93af/uFA3n+rl5B50EjmRy65cXP81oH385En3YYeF/DwmAYHB+F0OjEzMwNZlqEoCiKRCDweD/x+PxobG4u670Kmy2YyKp6+NlbQ/T19NXGkQ6bGZDLB5XJhaGgI09PTUBRFf07cbjcCgQCampqMPuSCsGuT6GhjyCSiR9R6x+Xs7CxkWcb8/DxMJhOGh4cRCATQ0lL6ph71FjLvT60UftvpwkJmMSOZc3NzkGUZs7OzEAQBbrcboiga8pwU4j9/+AL+9Z9ew7UcaxJNAvDv3n8abz/Rn/N7j9JJ7AcuDuKvXxnDq4mlvLd5yteNHzvjKNsxCIKAgYEB9Pf3668LbbMnLdg0Nzcf6j4L2fhndTuF2dXtgu4v9ODg3YhrRSkhUyMIAhwOBwYGBjA3NwdFURCNRhGLxTA0NARRFNHaatzo9mGPjV2bREcPQyYR6Wq541JVVUxOTkJRFCwvL8NsNsPv95c0OpJLvYVMs7nwEy9zASdpgiAUHDJVVcWDBw8gyzIWFhZgMpng9XohiqKhz0kh2hutePqTl/GtezN4+uoYonPrsFtMeIvYg49dHs45TTbbURnJtFvM+NLPXsJnv3ID/3RnZte/CQDee86J//3Hz8BiLv9GK4IgoLe3F729vfqsg1gshng8ro9wFxpsClmTaT3E34K1Aj+/UYwImZrs52RxcVFfLz02NgaHwwFRFMsypb3QY2PXJtHRwZBJRHq4XFxcxPz8PAYHB9HU1ASr1Vr1cJnJZDA2NgZFUbC+vg6r1YqRkRF4vV7YbDbDH6/eQuYTw134AiIH3s4kABfc+2/8AxQ2kqmqKqampiDLsh74A4EA/H4/GhoK34THaBazCe8+7cC7Tx9ulO6onbS2NVjxhY89jsjsGr5xcwqLG0l0t9jw3rMODHcfbgTRKF1dXbh8+TKWlpagKArGx8cxPj4Op9MJURTR0bH/a7OQ6bJNNgvOuTpwYyz/KK7mKX/3oY6/mtLptD6iZ6TOzk5cunQJq6ur+nMyNTWF3t5eiKKInp6emuna3N7extTUFNrb29Ha2sqwSVQHGDKJjqlcHZfLy8uIRCIYGhqqalgAHm68E4/HEQqFsLW1hYaGBpw+fbos9QjZ6i1k/tBIHwY7GjGxtP9mJ+882Q9nx8Gji/utycxkMvomIqurq7BarQgGg/D5fGUJ/JVULyOZmkJOsH29Lfj028UKHE3hOjo68MQTT+wKNpOTkwdu1lVoT+bHnxrGLx0QMgUAH708XMzhV4U2ilcura2tuHjxIkZGRvSaodnZWXR2dkIURQwMDFQtbGrhem1tDTdu3MDJkyfR1NTErk2iOsCQSXTM7Ndxqa2TqmbA2tnZQTQaRSQSwc7ODpqbm3H+/HkMDQ1VZFS13kKm2STg9z50Dj/9xavYTuUegRxoa8Bvve9UQfeXa7psOp3WR5M3NjZgt9tx8uRJeDyeqtUhGKmeRkTqLQznowWbYDCIUCiERCKBmZkZ9PT0QBTFR2qHCu3J/JfnB/Gd0Vl8/cZk3tv85vtOwn/A9OlaUu6QqWlqasLZs2cRDAb1NbRXr15Fa2srRFHE4OBg1QKd9n5st9v12Rbs2iSqbQyZRMdEIR2XWmCoRn3H1taWfmKTTqfR1taGs2fPwul0VjQEaFO16iVkAsCTvm48/XOX8fln7+7a8MUkAO840Y/f+henChrFBHZPl907mtzY2IgzZ85Utdi9XI5KeKs3zc3NOHfuHCRJQjgcRiwWw5UrV9DR0YFgMIj+/n79wkch7wMmk4D/+JPnMeJoxZdeiOFB1kZAIwOt+MzbRbynjJselUM6nS7r7I29tItIoijqF/xeffVV3L9/H4FAAG63u+J//9omdNrnFbs2iWofQybREXeYjkstZGbvKltu6+vr+khGJpNBV1cXJElCX19f1U4UzGZz3fRkai66O/HfPvVm3J9ewej0KkyCgMeGOwsOlxotZGo7gmaPJrtcriM5WlBPJ6QHbfxTrxobG3H69GmIoohIJIJIJIKXX34ZbW1tEEWx4OmywMPR/U/9YACffKsPr48tYXUrif62Bpx0tNXl761SI5l7Wa1WSJIEv9+vX2y6efMmRkdH4ff7KzqTQXs/1sI2uzaJah9DJtERlavjMl+41Ggf4JUIWCsrK1AUBRMTE1BVFf39/RBFEd3d1d+Qo95GMrONDLRhZKC4Tsrt7W1sbW1ha2sLKysraGtrw5kzZzA4OMiTNaoIu92OEydOIBAIIBqNIhwO4/r16wAeXpAqdNos8HAH2Sc8udd41pNqhUyN2WyGz+eDx+PB+Pg4FEXB3bt3oSgKvF4vfD4f7HZ7WY9Bu/C5N9TuDZuZTIZdm0Q1giGT6IgppeOyEiOZCwsLUBQF09PTAIDBwUGIooj29vayPeZh1XPILMbW1hZCoRBisZi+ocbjjz9etQ0/qqFepsse1ZHMvbRRNJ/Ph2g0irt372Jubg7f+ta3EAgEjuSU7XzS6XRNbKxlMpngdrvhcrkwPT0NWZb1GQ9aV3G5qov2jmTupYVNVVVzdm0ybBJVHkMm0RGRTqf1kUvNYTsuyzWSqaoqZmdnoSgK5ubmIAiCflLS0lJ7G3Acl5C5sbEBRVH0qco9PT1IJpPY3t6Gw1Ff69ZKwRPP2mWxWDA8PIy7d++it7cX6+vruHXrFmRZRiAQgMfjqeh6xWpIpVI1FagFQYDD4cDAwADm5uYgyzIikQii0ShcLhcCgUDB/aeFyjeSmevYcnVtap9p7Nokqpyj/c5MdAxoNSTZwfCw4VJj9Ehmrj5Fv98Pv99ftiveRjCbzdjZ2an2YZRNdn2Eqqro6+uDJEno7u7GSy+9hK2trWofYsVxJLN2aRtRdXZ24vLly5iYmIAsy7hz5w5kWYbf7y9bb24tqPZ02XwEQUBvby96e3uxuLgIWZaRSCSQSCQK7j8t1EEjmbmOLbtrM5VK7dosiGGTqPwYMonqUK6OS+BhSLTZbEVvzmIymWAymUoeycxkMhgbG0MoFMLa2lrd9Ske1ZHM5eVlyLKMycmH9Q4OhwOSJO06EdyvJ/Oo4olmbcteU24ymeByuTA0NKRfwLp//z5CoRA8Hg/8fn/VO36NVqshM1tnZyeefPJJrKysIBQK6f2nvb29+gWsUv7OtNHcw362aTvN2mw2fWRT+192bRKVF0MmUR3Zr+PSarUa8kFptVqLHsnUKi/C4TA2Nzdht9tx6tQpDA8P11Wf4lELmQsLC5BlGTMzMxAEAUNDQxBFEW1tj24QlF1hcpzUS7A+ziOZ2e9vgiDA6XTC4XDgwYMHkGUZoVAIkUgEw8PDEEWxpmdLFErbyKbWQ6amra0NFy9exMjICEKhEOLxOF544QV0dnZCkiS9kuawkslkydOitYsU2WGTXZtE5cOQSVQH8oXL7I5Lo1gslkOPZCaTSb12QKu8OHfuHFwuV92cHGU7CiFTVVV9vdTc3BxMJhM8Hg8CgQCam5vzfp/WSXiclCuwbW5u6ptuUfFyhUyNIAjo7+9HX18f5ufnIcsyotEoYrEY3G53za77LpT2PlRv606bmppw9uxZSJKkr9fMrqRxOp2HCnSpVMqwC5Va2GTXJlF51de7FtExk6/jUhu5LMeH4GFGMre2tvQC9VQqpVdeHPYEotZoIVNV1bo70VBVFTMzM5BlGYuLi3r9QKE7P3Iks3RLS0uQZRlTU1Mwm83wer2GT+Ost9dlKbIvrOUjCAJ6enrQ09Ojrw+Mx+OIx+P7jtzXOi1k1uPFOgBoaGjAyZMnIYrirkqae/fuQRTFgi9EGjGSuRe7NonKiyGTqAapqqrXkBTacWkUi8WCjY2NfW+zvr6OUCik70ra1dUFURSLngpVa7STnkwmUzcnd6qqYnJyErIsY2VlBRaLBaIowu/3H6rDTrs4UI8Bu1hG/Zx7pyW7XC5sbGwYOo2zXqb1Gmm/kcxctPWBy8vL+gZX4+PjGBgYgCRJ6OzsLOfhGqreQ6Ymu5ImkUggFArhxo0buH//vl5Js99IZSqV2ncGRilyhU3WnxCVjiGTqIaU0nFplP1GMldWVqAoCiYmJvRdSUVRLHlTh1qjndDVw4YbmUxGL0hfW1uDzWbDyMgIfD5fUdPLtBP5egrYRiglvM3Pz2N0dBSzs7P6tGRRFNHU1AQA+rTlaDSKeDwOt9u969+LcZT+3g6SfaHtMNrb2/H4449jZGQEiqJgbGwM09PT+mY0PT095ThcQx2VkKmxWCzw+XzweDz6+5a2S7DX64XP58t5UawcI5l7ZYdNdm0SlY4hk6gG5AqXFosFVqu14mtxtDWZ2SNZCwsLUBQF09PTAGD49vS1Rvud1/K6zHQ6rY8IbGxswG634/Tp0xgeHi7pNaM958ctZB6WtuZ1dHQU8/PzMJlM8Hq9OUcqtWmc2khnLBZDPB6Hy+WCKIqHWjN4nEcyiz25b2lpwYULFxAMBndtRtPd3Q1JktDb21uzwSG73/EoMZlMcLvdcLlcmJqagqIokGUZ4XBY71DW/o60oFepzePYtUlkDIZMoioysuPSKFarVf9AXVxchKIomJubgyAI+kYaRhdt1xrtd19qlUs5pFIpxGIxhEIhbG9v6xtsuN1uQ14z2SOZx4UgCAWHN1VV8eDBA4yOjuprXgOBQEFrLru6unD58mV9zabWKTg0NARJkg71d3WcTnAPO102n+zNaMLhMKLRKK5cuYL29nZIkgSHw1Fzv9ejNpK5V/YuwbOzs1AURd8oSLsI09DQAFVVK37BNV/YZNcmUWEYMokqrFwdl0bRTmaef/55rKysHHrjmKMge7psrdi7g29LSwtOnjyJoaEhQ18z2Wsy6Q2qqmJ6ehqjo6NYXl4ues0rAHR0dODSpUtYWVmBLMv6mkGn0wlJktDe3r7vcRw3xU6XzaehoQGnTp2CKIr639S1a9fQ2toKURQxODhY9fdhzVEPmRpBENDX14e+vj595ox2Eaa/vx8AqlaDlR02tc/v7K5Nhk2i3BgyiSpEGx1MJpP6iYPRHZel0Nb2JRIJAMDGxoa+UcNhT6LrXS2FzO3tbX3UJZVKob29HWfPnoXT6SzLSU32dNnjYr+RzL0bKlmtVgSDQfh8vrzVJMl0Bs/dncH1+CIyqoqTjja896wTjbbdQaGtrQ2PP/44gsGgvkHN5ORkQRvUHKcTWqNGMvfS1i/7/X7EYjGEw2G8+uqrGB0dRSAQqIkKpuMSMrN1dXXhySef3LUHAABMTEygt7cX3d3dVTkurdZkb9emFjbZtUm0G0MmUZnl67jURi6rfbKYTqcRj8cRCoWwubmpT0m6dOkSent7q3ps1VILIXNzc1NfP5ZOp9HZ2YlgMIi+vr6yvmaO43TZXDKZDCYmJiDLsr6h0okTJ+D1evcdUfmuPIvPfuUGHqxu7/r65569i9963yl88LGhR76ntbUVFy9e1MNmIpHA9PQ0+vr6EAwG0dXVpd/2OI5klrom8yBWqxWiKMLn8yEej0NRFNy4cUMPm6Wucy7FcQyZmra2Njz22GNwOBy4du0a1tfX8fzzz9fEbuZa16ZWecKuTaJHMWQSlUmujktBEGCz2crWcXkYyWRS7y3b2dnR1ytZLBa8+uqrx/JkVlPNkLm+vq4HDVVV0dPTo++EWYnXTKEhc3F9B98PzWF9OwVHewPeEuiBxVyfV/CzRzIzmQzGxsagKArW19dht9tx6tQpeDyeA4PGlfA8PvGla0hlHv3bWdlK4Ze/cgMmE/CBC48GTQBobm7G+fPnIUmS/hp48OABenp6EAwGqzaCUw43x5fwt69PYn5tG53NNrz3rBMX3R05X+PlGsncS1sa4PF49NfA7du3Icsy/H7/gRcYyuE4h0yN9nd39uxZrK+vIxaL4eWXX0ZbW5s+vbnaYTNf16ZWOVbtz3uiamDIJDJYNTsuC7G1taVvrJBKpdDa2oozZ87A6XTCZDJhZmYGQG1uelMp1QiZ2tSw8fFxAMDAwABEUdw1ilUJB63J3NhJ4fPfuIevXR/HduqNINrfZsdn3i7ip54crshxGk1VVUSjUSiKgs3NTTQ0NODMmTMYHh4u6ARfVVX89rN3cwbMbJ9/9h7ec8YBuyX/fTY1NeHcuXOQJGnXbqhdXV1wOBwA6ne67NLGDj799Gv4vjK36+t/8kIMT3g68Qc/dRF9rbs3UKpUyNSYTCYMDw/D5XLpU6Xv3buHUCgEr9cLv9+fd6q00Rgy3/gsampq0uuBotEoIpEIrl+/rndtVnN6c76uzWQyyfoTOrYYMokMkslkkEwmd4XLSndc7kcrhY/H48hkMujs7IQkSY9MOdKu1OfryjwOKhkytZ1Gp6amAKCgzV/Kab+RzK1kGj/zxWu4Glt45N9mVrbxvz1zGwtrO/j028WyH6dRUqkU1tbWkMlkcPPmTT3gHfaE9fWxJdybWjnwdvPrO/jmnRm875zzwNs2NjbizJkzetiMRqNYWHj4u19eXt5VM1QPtlNpfPxPruHG2FLOf78WW8RH/+vLeOZTb0az/Y3TE6M3/imUyWTC0NAQBgcHMT09DVmW9ZoNLWwetKNwqbT3oGpN160F2meR9juw2WwIBoPw+/36Ug9terPf7y9o1kG5sGuTthvN4gAAIABJREFU6A3H912LyCC5Oi5rKVyurKwgFAphfHwcqqrqReTd3d05j037cOZIZnlD5vz8PGRZxoMHDyAIgr5df7XrYfbb+OfPrsRzBsxs/+E5Ge8564C/t/Dux2pIpVL6dPHt7YfrJy9cuFD0br3yzGpZbgtAn7IriiJu3bqF8fFxRCIRzM/P12z1Ri5ff30yb8DUyDNr+OtXxvA/vtmrf63SI5l7CYIAh8OBgYEBzM7OQpZlhEIhRCIRuN1uiKKIpqamsjw2RzLf+CzaGxwtFos+jXlsbAyhUAh37tyBLMvw+Xz7bs5Vbvt1bWqbB9XC+QFROTFkEhWpFjsus2kdl9oImcPhgCRJ6Ojo2Pf7tJFMhkzjQ6aqqvpJ6vz8PEwmkz79q1wnqYeVbyRTVVX82Uvxgu7jL15K4Dffd9LwYzOCVgUTDoeRTCbR2tqK5uZmLC4uwu12F32/5kMEILOpuBNLm82G4eFhjI+Pw+FwYG5uTq/ekCSpqmvTCvFX18YKut3TVxM5Q2a1f7bsmg3tIlEsFkM8Hte7TltajL24wpD5xmdRvvWw2vRmt9uNqakpyLKM0dFRhEIheDwe+P3+qtVvsWuTjjOGTKJDqPWOS1VVMTc3B1mWMTc3V9QImXa1mNNljQuZWseiLMtYWlqC2WxGIBCoyHS7w8q3JnNubQeJhY2C7uN6YtHw4yrVzs4OwuEwIpGIXgWjjQK+9tprWFws7Zif8OSvG9nrkrf4dbba8+J0OnHhwgW9ekNbmyZJkuHdqUYJz64VdLvI7Pqu/672SGYu3d3deOqpp/Tp7mNjYxgbGzN8urv2HlRLP3ul7Z0um48gCHA6nXA4HPrFPK3+yeVyIRAIGH4RoFDs2qTjiCGTqAC5wmUtdVzmCjE+nw9+v//QI2ScLvvG7yA7ZG4l0/iH21N4PfFwut/pwfac3YfZVFXVazBWV1dhtVohSVJFNw45rP1GMgtVSzsTb29v6+sZ0+k0Ojo6EAwGDa8/GO5uxg8Ge/Gd0dl9bxfoa8FTPmN2idWqN7xer7427bXXXsPo6ChEUayJnsdstgJ3H7buuV211mQWoqOjA5cuXdq1cZfWdVrIxl3KzCqeeW0CMyvbaG2w4EdPD+CSt0t/bWoB5DiHj3zTZfPJHnFeWFiALMuIx+OIx+MYHByEKIpVW/POrk06ThgyifZR6x2XWpefoihYXV2FxWKBJEnw+Xyw2+1F3ae2cQFHMt84ufnH29P4tWduYWF9Z9ftPv+Ne/jt95/C+88P7vr63hqMQjsWa0G+NZndLXb0ttoxu6f/MZeTjrayHNthbG1tIRQKIRaLIZ1Oo6urC8FgEL29vY/83WZXmJTic+8/jQ/+4YuPdGRqmmxm/N6HzpX0vpFdh6TR1qZ5PB4kEoldPY+iKBa8Q265vcnfjb95ffLA2705sDuE1+JI5l5ap+PIyMiurtN8FUTr2yl89qs38Pe3pnfdz5dejOHsUDv+8KOPYbCjEalUqiaeu2pKJpNF78ze1dWFy5cv77oIMDExgf7+foiiWNVaoOyuzezqk+yuzVp+zRMdhCGTKAdt6/FkMrkrXNZKx2U6nUYikUAoFMLGxgbsdjtOnjwJj8djSIixWCzHeiRT2/0vnU7jn+/P4FN/cR25mimWN5P4xb96HRaTCT921oF0Oq2PKGk1GKdPn65qmfth5RvJNJsEfPiSG7//beXA+6hmjcnGxoZ+kp/JZHZ1TJb779bV1YT/9qk34XPP3sVzd2d2vWbeHOjGr//YSZwoYwA3m83wer0YHh7G2NgYZFnGrVu3IMsyAoFAVXfdBICffpOnoJD50095dv13razJLITWdRoMBvXdvF988cVdu3mrKvBv/vz6IzUumpvjy/jw//MSvv4Lb9ZHMo+zVCpV8uda9kWAUCiERCKBmZkZdHd3QxRF9PX1Vb1rM3ut5t6wya5Nqkf1cdZDVCFauNzZ2anJjstkMqn3g21vb6OpqQlnz56F2+029ETEarUe65FM4OEJezKVwr/7u7s5A2a23372Dvz2VcSibzwv58+fx9DQUN2dIO5XYfKJt3jx97emEHqQf23dR55048xQ5aeira+v6+FSVVX09fUhGAwW1DOq/V0bUQky1NmEL3zscUwtb+LG2BIyKnDC0QZvT3NJ97vXfseZ3fOoTde+c+cOFEXRd+Osxoj6RXcnfvHtIv7TPhcqPvEWL94q9uz6Wj2MZO6VXT+jrQt8+eWX0d7ejgeWvrwBU5NY2MCfvhjHRTtDpjaSaYTm5ma9g1bri37ppZfQ3t4OURThdDqr9jmfq2tTC5usP6F6xJBJhPwdl1artSbC5fb2tn6ikkql0NrailOnTmFwcLAsJ17HfSQTePj835zZRnz+4M1uZla28dUX7+NNwy1lfV4qId/GPwDQ3mjF05+8jF/+yg18T9699tBuMeFn3+LFr7wrWJHj1KyururT4FRVxcDAACRJQmdn4RvxlIOjvRGOduN3tDzMtF6TyQSXy4WhoSFMTk5ClmXcu3cPoVCoahUP/8s7Jbi7mvB/fyeEcNYGP57uJnzyB3z4yCX3I++3tbwm8yDaLJNAIKBX5nz5VhjAwT/L01cTOPuU6diHTCNGMvdqbGzUa4G0C7evvPIKmpubIYpiVS8QsmuTjgqGTDrWsjsuI5EIBEFAIBComY7LjY0NfWpPOp1GZ2cnRFHEwMBAWY/NarVic3OzbPdfD8xmMxKzhY/mWrqG8EM/dKHqr5lS7deTCQC9rXZ8+WcvQZlZxXP3ZrC+nYKjvRHvPetAR1PlAsvKygpkWcbExAQAlLSrZ70/ZwcRBAGDg4NwOp2Ynp7G6OgoRkdHEQ6H4fV64ff7i17DXYwPPjaEH784iDuTK5hf30FnkxWnne0w5al2qafpsvnYbDYEg0H4/X78zuv/DPz/7L15fCPpXe77lFbvqyxZlq29Su5u997T0zNkJySXJECATG4IJwMJAT6EJbnAGUi4536SsCVwgDkhIXDOZbIfIENuCIckk0kyMFvv++qq0mLL+77b2uv+4fO+LcuyLdlVUkmq71+JW2OVpVre531+v9+Dve8tk8sxrCXMaG0o3XejRpLJpGIRJNnfC2l1uHnzJgYHB+H3+8va6pAv/mRiYgKJRAIul0vL2tRQPZrI1KhJ8mVczs/PQ5IkHDt2rIxHtkmuO9PV1QWWZbcNj1AKzcncFJk65Bda+ehob62Kh/1u5bLZsLZmsLbCYnHkhERGkPzX3t5esCyLlpaD9zrKUS6rNPkG/xQKwzCw2+3o7u7G9PQ0eJ6HKIoIh8Nwu93w+/0li9RhGAYDjsI2BEi5oNq/m0IwGAxoqDMDy4VtYDEZrVw2mUwqXt6dPTxrdHQUoiji7t274HmelpiXayJ4ttgcGxvD8vIynE6nFn+ioXo0kalRU+QTlySGpK6uDsvLy2U8OmBhYQGiKNIFtN1uB8uyJS/9MxqNSKVSFbHoVgq9Xg+2rfDSxEc95ZtSKCe7lcuWExJFMDU1BYZh4HQ6wbKsLLl3tXaOMwwDm80Gq9WK2dlZ6mpGIhG4XC6wLFu28Pp8SJJUkaWyO/G4rxPiLn3NhNOuduiwVNMikwzDKZWbqNfr4XK54HQ6MT4+DlEUMTg4CFEU4Xa74fP5ynZtMAyDRCIBs9kMo9GoZW1qqB5NZGpUPfkyLgHQGBKyeDGZTEgkEjv9GkWPb3Z2FqIoYmZmBgzDoK+vDyzLorm59E4RsDUrU+2RG0phMBhgNcdxpMuIe3uUzR7vbcXxvrYSHZmyFOpkloq5uTnwPI+ZmRnodDq43W6wLFt0/mshqE1Y5+MgTmYuDMOgq6sLXV1dmJ2dhSAIiEQiGB4epiJeic+5WMiUzWrhfY+58OULw9j5bJMAMHhT32ZFSaVMplYCsiFc6udQdon59PQ0RFGkGzHk+dzYKO8wr0JIJpNoaGjIG3+iZW1qqI3avXNpVD27ZVwajcZtN2CTyYRMJlOyh7okSZicnIQoilhYWIBOp4PH44Hf7y/7wo480GtVZC4sLGBlZQXxeBw/7QBGl01YiucXXa31Rvz5E8dLfITKsVdPZimQJAkzMzMQBAFzc3PQ6XTwer3w+/2KuAjazj9gsVhgsVioYzw0NITh4WG6oJbDMd4v1SYy/dZm/MHbD+GPvv1gh1cweLzHgJ7UBDIMsLS0hI2NDVW5y6WCTDkvZ1+kzWaDzWbD3NwcRFHE8PAwhoeH4XA4wLLsvvrA90sikUBb28MNTS1rU0PNaCJTo+rYb8Yl6beQc1x6PjKZDMbGxiCKIlZWVmAwGMCybMmHb+wG+fuVHLigNiRJwtzcHARBwMzM5uRUhmHwnne8CW/5MR3+6Nv38YMHD7MPGQBvCHTh/37HYfi6yrcAl5tyOpmSJNFewYWFBej1evj9fvh8vpL0Ctaak5kPEl5Pel+j0Sii0aisva/FQnoyq4kPvtaL7tY6fOaHIoSph6WzthYz3v8jHvzyazyYnZ3BxYsXsbKygh/84AdwOp3w+/1lcdDKRbmczHx0dnais7MTS0tLEEURY2NjGBsbg81mA8dxBcUlHQSyCZ6vN1TL2tRQI5rI1KgaDppxSR5iiURCEWGVTqcRjUYRDAaxvr4Os9mMQ4cOlS2zbjeyy2WrHSJsBEHA/Pw8dZRjsRimpqbQ1NSEpibgvz+5mX14Z3QJEoAjPS3obS9/KaHclKMnk7j6PM9jaWmp5Bsv2sJrO21tbTh79iyd4js6OorR0dEDTfHdL9XmZBLecawHbz9qx73xZUyvxNBSZ8TxvjYY9Zt/K+nF7+3tRTKZpO6yw+EAx3Fla6coJeV2MvPR2tqKM2fOoL+/H8FgECMjI5iamkJnZyc4jkNXV5ci9xTSzrPbACIta1NDTajnqtXQ2Cf5Mi6LEZcEcuOWuy+TLA5CoRDi8TgN6Xa5XKod6EBEL3nAVyOSJGFiYgKCIGBpaWmba3br1q0tO8GActmHaqKUTqYkSTS/cXl5GUajEYFAoCz5jeR4KoVSLRJbWlpw5swZBAIBOvF6fHy8pHmk1Tb4J5uHU3a3i3YyQ6CpqQmBQABLS0tbBL/dbgfHcVvKJ6sNNTmZuTQ1NeHEiRMIBAIIhUIYGhrChQsX0NraCpZl0dPTI+t1WojIJOSKzUwmo2VtapQcTWRqVCzZGZcEvV6/74xLuUVmPB5HOBxGJBJBMplEU1MTDh8+jN7eXtUvmKrZySTlyoIgYHV1FUajEf39/dtG1JMNADJIoVYohcjM/Q5MJlNZXf1KWmiVSwg3Nzfj1KlTVGxGo1FMTk7CarWC4zh0dio3Xblancy9IPdfci9qbW3FI488siXiamJioiTfQblQo5OZS319PQYGBsBxHMLhMMLhMK5evYrGxkawLIu+vj5Zzl+yNinmHknEpiRJtG9TE5sapUK9V62Gxg7kiyExGAxUXO4XuUTmxsYGgsEghoeHkU6n0dbWBo7j0N3dXTE38mp0MtPpNEZGRiCKIi1XPnLkCFwuV96HdrbIVOMuulIoOfgnk8nQ72BtbY1+B263WxWLSM3J3JvGxkacOHECHMdRsTk9PQ2LxQKO4xTJ8q3GnsxCIE5m7nMtW/AHg8Et3wHLsoqVa5YDNTuZuZhMJvT398Pv99PqpZs3b2JwcBB+vx8ul+tA9zmyNtlPC0G2oMwVmwC0+BMNRSj/U11Do0CUEpeEg4rMlZUV2p8hSZKiiy6lqSYnM5VKYXh4GMFgELFYrOBy5WyRWWuQhYhckH5kURSxsbGBuro61ZeMqxW1COGGhgYcP34cHMfRUsHz58+jo6MDgUBAVqGTyWRUsQlRanYSmYTGxsZt38GFCxcqcmNzJyrByczFYDDA7/fD4/FgdHQUoiji7t27EAQBXq93W9VMoezHycwlW2ySIUFa1qaGUlTOVatRkxSacSkH+xWZi4uLEEUR4+PjAFDSXiWlqAYnM5lMIhKJIBQKIZFIUAem0NKlWheZcoiZXIFPhElfX5+qxCVZUKlFwBWCWhaBpFSQZVkEg0FEIhEqdAKBAGw224GPtVbLZcm9Zy+Blf0dkHLNy5cvo6WlBSzLwuFwqOZ8KZZKcjJz0ev1cLlccDqdtPd8cHAQoijC4/EUPTW7mJ7MvSCTZrWsTQ0l0USmhiopNuNSDsgNtRCRSeIuRFHE9PQ0GIYp64h/ualkJ5P0wobDYaRSKbS0tODYsWNFD2GoZZHJMMyBnMzcYVeNjY04efJkRfQjqx21CmFS+syyLEKhEMLhMC5duoSWlhYEAgHY7fZ9C51qHvyzG3s5mbmQieV+v59usF27dg2Dg4Oy9gaWkkp0MnNhGAYOhwM9PT10knkwGEQ4HC4qloZ8FnIPRdOyNjWUonKvWo2qZCdxuVfGpRyQ99lNZEqShKmpKQiCgIWFBeh0OrjdbrAsi4aG6omzIOUyleRkbmxs0JIx0gt7ECellkXmfstlk8kkwuEwQqEQkskkmpubMTAwoHonRXMy5YMMcfL7/fRcuHLlCpqbm8Fx3L7OBa0nszjX32g0guM4eL1eWklw8+ZN8DxPewPVVEmwG6lUigqdSodhGNhsNthsNprJnB1Ls9cmtRzlsruhZW1qyI0mMjVUwU4Zl8S5LNVNbSeRmclkMD4+DlEUsby8THP8vF5vSULiSw2ZSFcJTub6+jodQJLJZGQbfqGJzMJFZiKRoO5VKpVCa2srOI47kHulkZ9KEcIkjsbn821z1TiOK8rVrvVy2f0KLIPBAJ/PB7fbTQdu3blzB4Ig0J+rvQw1mUxWtIu5E52dnXjsscdouw2Jpenu7gbLsujo6Nj23yQSCZhMJsXvqVrWpoZcVN+Vq1FRSJJEY0gOknEpFyaTCevr6/T/504kLXfUQikxGo2qdjKzx/hLkgSbzQaO4/I+nPcDWdjUqsgsRMzE43HahyeHe1wuNCdTOciGnMfjoa7ajRs3wPM8LeHcS0Rp5bIHc/H0ej3cbjecTieNDrp//z5EUYTX6y1bLm0hpFKpqn7WtrW14ZFHHsHq6iqdFDw5OZl3s5SIzFKRT2xq8ScaxaCJTI2yIHfGpVyYTCYsLi4imUzSBVE8HqcTSZ1OZ1XuquZDrU4mCSQng5Z6enrAsqzsgeS17GTu1ZOZG9OjxERRjfxUkhDOJttVI5OGb926RcXmbiWcmpMpT6moTqdDX18fent7MTExAUEQwPM8gsHgvgbRlIJqdTJzaWpqwokTJxAIBLZMCs6uCim1yCRki00ta1OjGKr/ytVQFel0Gslkcou4NBgMMBqNqniQ6PV6pFIpfP/730cymURTUxMOHz5ckwNLjEYjYrFYuQ+DMj8/D0EQMDU1RQctcRyH5uZmRd6vlkXmTuWy+UqTA4EAOjs7K3qBUcnHXmno9Xp4PB64XK5tJZx+vz9vZqrWkylvPyLDMOjp6YHdbt82iMblcoFlWdTX18v6nvsllUqp5lhKQfak4EgkgnA4jCtXrqCpqQkbGxsFDQhSCi1rU6NYyr+q16gJlM64PCjEmRkdHQWweaM/ceJETfeUqcHJlCQJs7OzEAQBs7OzdNBSodP4DkKti8xsx2xtbY2KS0mSYLVaEQgEZCtNVguV4BKSY6z0+5JOp4PL5UJfXx8t4bx37x5EUYTP56MtCZIk1Wy5bPbiXQnIIBqr1UoH0UQiEQwNDaGvrw8sy6KpqUmR9y6UVCqlig3oUmM2m9Hf3w+fz0erqtLpNGZnZxEKheByucr2uewkNrWsTY1cau/K1SgZpcy43C+rq6sQRREjIyOQJAmNjY1YW1vD6dOnqyKK5CCUsyczd4qvXq+Hz+eDz+cr2a42WdiVW2iXA51Oh2QyiZWVFQiCgLGxMUiSVBUZsBrqIruEk2QJPnjwAMFgEF6vF263m76u1lDKycyFYRhYLBZYLBYsLCxAEAREo1FEo1E4HA5wHFe252GtlMvuhNFohN/vh8PhwPPPPw+GYXD37l0IgkD7acvVs5otNsl6LztrUxObGrV75WooBimfSCaT9CGpdMZlsZCJbqSvj0x0W11dxY0bN1Q98KZUGAyGLePLS4EkSXShmT3F1+fzwWw2l+QYCLXsZGYyGayvr+OFF14AsNn3ynEcWltby3xkylBJg3+qxcnMJTtLcHJyEjzPg+d5hEIhAJXx3chNOp0GwzAlfWa2t7fj0UcfxfLyMt1gGhsbK8sGExEt1Tz4p1DIc4hU8YiiiMHBQQSDQbjd7rL205JYk9ysTSI2tazN2kUTmRqyUc6My0IhJUHT09O0ry87m4rEl+yWlVkrkAd7MplUXOBlMhmMjo5CFEWsrq7CZDKhv7+/rLu0tSgyFxcXIQgCFhcXAWDb9aGhoTQMw8But6O7uxvT09MYHBzE4uIihoeHodfr4ff7VTecRimIG1QOWlpacObMGfT399Nqn8nJSXR1dYHjOFgsFsWPgVSR1LKTSSBrkrq6OvT29sLhcGBqagqiKNJ+WqfTWZJWkt3QsjY1stGuXI0Dky/jUk3ikpReiqKI+fn5Xfv6yOQ2TWQ+fLCnUinFRGY6naaTJjc2NlBXV4eBgYGy9psQaklk5g5VqqurQzqdxunTp8t9aCVBczLVB+kXbGlpwfPPP4+6ujqEQiFEIhHVDadRinKKTEJTUxNOnjyJQCBAJ0q/+uqr6OjoAMdxsFqtip2LRGRqTubDNQn5LBiGQXd3N2w2G+bm5iCKIoaGhjA8PAyHw1H2zUEta1MD0ESmxgFQW8ZlvuMbGxuDKIpYXl6mu+C7lZVoIvMh2U6m3KRSKQwNDdGImIaGBhw/frygzLxSQcp/qllkkqFKMzMzdPOFZVncvXsXc3Nz5T48DQ2Ky+WCxWIBz/N0OI3T6QTLsmV1bpQknU6XfbON0NDQgGPHjoHjOCr2L168uCViQ+5nPnn2qOUzKCdkTZIbYZLdT0vagEZHRzE6OkrbgMo5oE3L2qxttCtXo2gymQyNISHiUg0Zl4R0Oo2RkREEg0Gsra3R0kuPx7NnxpQmMh+S7WTKRTKZRDgcRigUqoiIGPJgrCYkScLMzAwEQcDc3Bx0Oh28Xi/8fj91hnaKMKlWNCdTvZDzUKfTobOzE48//jh13oeHhxGNRmmcUbknocqNGpzMXOrq6nDkyBGwLItwOEwjNpqbm8GyLBwOh2z3cs3JfAgR3LutYdra2vDII49gZWUFwWCQljhbLBawLFvWHGMta7M20USmRsFkMhnqXBLUJC6JOxYKhRCLxfZVekkeZprIlNfJjMfjdPc7lUopuvstJ9UkMvNN7N3J2WcYRtUiM52R8B/8NC6G55BMS2BtTfjJ4z1orlPXYlStgnBiaQNfvzIKYWoFeh2DR70deOcJBxrN6lsSZItMQkdHB86dO0d7iEdGRjAyMlJ1PcRqFJkEsnnr8/noc/f69esYHBwEy7KyVKVoTuZDdnIy89Hc3IyTJ0+iv7+fljhfuHABbW1tYFm2rM/d3bI2SfWQGtaTGvKgXbkae6L2jMtEIkF3VJPJJBobG3HixAn09fUVvaNKekk1kSmPk0nyR4eHh5FOp0vSxyMn1SAyJUnCxMQEBEHA0tJSQRN71exkXo8u4MP/eAMj8xtbfv7H336A331LAB94jafo3ym3k0k2VcLhMMxmMziO29f9SG4kScJffl/A3/x7COmsv/Vfb43jU98dxH994jjeeqS7jEe4newhcrm0tbXh7NmzdBIqKRO02+0IBAIVPw05nU4XJCrKidFoBMuy8Hq9NM/x1q1b4Hkefr//QP31mpP5kGJEJqG+vh5Hjx4Fx3EIh8OIRCK4cuUKmpqawLJsWSuItKzN2kATmRp5qYSMy42NDYRCIQwNDSGdTsvmjpUzH1JNHMTJXFtbgyiKiEajkCQJFosFgUAAnZ2dFfXQMBgMFSsySRwMz/NYWVmB0WgsuGycXN+SJKnq+7o3voT/9P9ewnpi+3eynkjjk/92HxKAX9qH0JSDeDyOYDCISCSCdDqN9vZ2xGIx3Lx5EzzPg+M4OJ3OA90/D+KO/vULQfz1C8G8/7YSS+FDX72Or/zSWTzuV35yaKHkczJzIZNQA4EA7UmbmJio+FzXVCqlio3cQtDr9TTXdGRkBKIo0jxHn88Hj8dTtFjUnMyHJBIJGAyGfd07zGYzDh06BL/fT13nGzduYHBwkG4ElOs807I2qxvtytXYQj5xqbaMy9XVVdpvkMlk0NnZCY7jZOs30JzMTfbjZC4vL9NFHgBVDB44CHq9vqQbDpIkYWYljowEWJpMMOiLv94ymQzGxsYgCAKNgzl06FBRizxyHWUyGVUtcj/13cG8AjObP//eIN51uhet9YUvaA9634jFYggGg3TDq7OzE4FAABaLBZlMBiMjIxAEAbdu3YIgCGBZFk6ns6Sf7cJaAp/99/wCk5CWJHz6ezy+pSKRmT1Ubi+am5tx6tQpKjaj0SgmJydhtVrBcRw6OzsPdCyZjIS0JMG4j+tyP6i5XHYndDodXC4XnE4nvQ89ePAAoijC6/XC5/MV7MZpTuZDEonEgV3tbNc5Go0iGAzizp074Hl+3xsBcqFlbVYnmsjUALBzxiVxLtWwi7S0tARRFDE2NgYAsNls4DhOdgFjMpmwvr4u6++sRIpxMklv1MTEBADQEeqVXq6m1+sRi8UUf59YMo0vXxjCVy9GEZ3fPPcsTSb8n4/04Vde60Nrw94PfiJmRFHE2toazGYzjhw5ArfbXbQTQB7kahKZ0bl1vCzO7vm6WDKDf7kxhl943F30exRbLhuLxSCKIi0HJ459doagXq+H2+2G0+mkYvP27dtUbBbrIuzXyfzmjTEkUnuXQN8aWcSDiWUcsqujr3G3ctmdIC0THMfRcv3p6WlYLBaa8Vjo75MkCd+7N4UvXxjCxfAcMhLg6mzAz5114ucfdSraB1yJIpNAcqgdDgcmJyfcsov1AAAgAElEQVQhCAIEQUAoFKIRYnvlnWpO5kPkEJkEvV4Pj8cDl8tFJ/CTjQCPxwOv11vWLFqStZktNnOzNjWxWRloV26NQzIuk8nkloe5WjIuAdAMqKmpKQDKCxjiZKqtVLDUFOJkzs3NQRAETE9Pg2EYGilQLVMeS9GTuZFI4xeeuYzLQ/Nbfj67msDn/j2E796ZxD/+6jlYm/M/9HOzRkkfzkFKoLJFploQplYKfu3gZOGvBYoXbBsbG1RcZjKZvOIyF+Lw9PX1YXR0FIIg4M6dO1Rsut1uRQXF0Nxawa+NzK6pTmTuZ1FJYjdYlqWtFefPny+4NzyTkfCxb97BP14Z2fLz4bl1fOq7g3j26gj+5y+fg61F/gV5JpOBJEkVKzIJDMPAbreju7ubTrUmQ+DI86KhoSHvf6s5mQ9JJBKyD7TS6XTo6+tDb28vJicnIYoiRFFEKBSCy+WC3+/f8bspBURsZvdq5opN4oBqqBNNZNYoJONybW0Na2traG5upq6lWjIup6enIYoijVkgu59KZ6KZTCbq7Nbyw43cxHNFZr4IDJKvWM4HkhLk+/vl5o+/c3+bwMwmPLuG3/6nW/jqBx/d8vNUKkUHbcRiMZo1etCeP2BrT6Za0OsLvycZi3htNnv9vRsbGxAEAdFoFJlMBl1dXbTXuFB0Oh2cTid6e3up2Lx79y5EUYTf79/Ted6vk2k2FH5OFPNapSmmXHYn6uvrMTAwQMVmOBzGxYsX0dbWBo7j0N3dnffzfObVyDaBmU1oZg2/9tVr+MavPS77M5NsblW6yCQwDAOr1Qqr1Uo3J4eGhjA8PEynAjc3N2/5b5LJpNaP97+R08nMJXsjgHw3JIu2t7cXfr+/rBOb82Vtkig98nMt/kSdaCKzxsjNuJyYmEAwGMRrX/taNDQ0lP0iJcNKRFHE0tISjVnwer00w09psrMya1lkAptuJilZkiSJlj0tLi7uGoFRLZCHmlKu9tJ6Ev98bXTP170SnAU/uYJAdzOSySQd3hCPx9HY2IiTJ0/KOikwuydTLZzobYPJoCuo5POsp7gS+r2+2/X1depcSpIEq9WKQCBwoFJ9Ijaznc179+4hGAzS/ig5ywRfw3bhf7wc2fN1dUYdzrjU00N9ECczF7PZjMOHD8Pv99O83suXL6OlpQWBQGDL0LhUOoO/f2Xvz+t6dBHXows4LfNnVm0iM5vOzk489thj2yJoenp6wHEcrVKq9Y1eQiqVQiaTUfyzYBgGFosFFosFCwsLEEWRfjd2ux0sy5Z1iFau2Hz++edht9tx9OhRLWtTpWgis0bYKeOSlDWm0+myXpi5/WTFTMKUm2yRqbRrqnaIyCSLYDKlNBAIwOv1qn68/kEhCzylehNfCc4ilixMyD13ZxxYAkKhEJLJJJqbmzEwMACHwyH7tavGctn2RhN+4lgPvnF9d1FubTbjLYf3F8OR62Sur69T51KSJNhsNgQCAVkXWgzD0JI1Mijl/v37CAaD1NnMXlzu18l8rd8Cb1cjwjO7l83+9ElHQT3ApWI/PZl7kZ3xSMQmiXbgOA4OhwO3RhcxsVRYP/Z37kxqInMfZEfQkHkL4+PjdN4CcapqHTKIcKfIKSVob2/H2bNnsbKysmVi8376muWGYRhIkoRMJgOz2Uz/v5a1qT60q7fK2SvjkpQ3xuPxshxfbslfXV0dBgYGDpStdVCyRWYtQ3ofFhYWMD8/T12A3EWvXMSSacytJdBg1KO9UR3ilSzwlBrAsRYvvBT3Lh+Eez0lW1TPbqhRZALAR9/Wj2vD8xiayz+Yy6hn8JfvPgFTkeWeuZ/j2toadVgkSUJ3dzcCgQDa2tr2feyFHAMZlEKiZ+7fv0/LaA86+VGnY/DXP3cSP/ffL2I5lv+8O2RvwUffdmjf76EEcjqZuZANM5/Ph0gkglAohOvXr4PnecyaCt+oWFyXfwK1GkXmyPw6Rhc20GjW47C9ZV/Tr/PR0tKC06dPo7+/n04Fnpqagl6vR319fc3PRyBrkXK4umRic39/P4LBIKLRKM6fP79nqbnSkDVrfX09jEajlrWpUjSRWaWkUikkk8kt4pLEkGQ/tEiZYykmaGaTSCQQiUQQDoepY3jixAn09vaW/aFa6yIznU5T4b+xsQGGYRQV/pHZNfztf4TwrVtj1NU70deGD7zGg584ppyQKoRskakE9rbCy4ztLWY8+uhp2Gw2xT8TNfZkAoClyYx//rXH8Yf/dh/fuTOBZPrh8Z12teOjP96PM+79O0rr6+uIRCIYHR2FJEmw2+0IBAIlnZLMMAwcDgd6enowMTEBnufx4MEDWkabHS1VLEd6WvHNX/8R/OXzAr53bxKpzObn11xnwLvP9OHDb2bRouC01P2gpMgkGAwGsCwLj8dD732zIyEUukTqapbfYSLfsxqcvAuhOTz9AwGXIg97x7tb6vDk4y78ymu9solNsg4IBAIIBoMIh8NYXV3Fyy+/DI7jSnLvUyNkLVLOyiEyRCsQCNDBTZcvX0ZzczNYloXD4SjpxFeyZiVOppa1qU7Kf/fSkI18GZcA6ECffDcAUn5RKiczFovRG1Q6nUZrayuOHTuGnp4e1dwAalVk5uv1a21txdraGnw+nyLveW14Hr/wzBWs5jh6N0cW8Vv/cAPXhubx8Z88UrZzQ2mR+Zi3Ez2tdRjfoyzPpGfwkZ95LTqaSlMupVYnE9gUmv/tPSfxX95xGNeGF5BKS2BtTeBszXv/xztAFixXr14FgG29YeWAYRj09PTAbrdjcnISPM9jcHCQfjfJZHJffeq+riZ87udPYXY1jvDMGgx6Boe6W1BvUo9jlo0cg38KxWAwwOfzbQ4yGx7GV0IPMFVAmtU7T/bIfixqcTK/fXsCv/UPN5DO2XCaXI7hz57jcXtkCZ/7+VPQ6+S7R5MJ2dFoFHV1dVhZWcGlS5fQ2toKlmVVtV4oBaTNSQ3tKaSiiWVZul64fv06BgcH4ff7S5b/S9as2SXEWtam+tBEZhVwkIxLo9EInU6nuJO5trZGm8gzmQw6OzvBsuyeI+TLASlJqRWRmUgkEA6HEQ6Ht/T69fT04ObNm1heXlakXGktnsIvf/naNoGZzZcuDONYbxt+9nSvrO9dKEqLTINehw+/mcXvfePOrq/7wGu8JROYgDoH/+RiaTLjrUf213tJWFlZAc/zNHvXYrHg6NGjZZ2kmEv25MepqSncunULsVgML7/8ctHh9tlYmsywlPCc2i+lcDJz0ev18Hq9+L13GPHbX7+962t/7LAN/d3yny9qEJmzq3H8zrM3twnMbJ67N4mvXRrGk4+5ZX1vsq7p6OjAwMAAfUZdvXoVTU1NYFlW1mFnakYNTmYuRqMRLMvC6/UiGo0iGAzi9u3b4HkeXq/3wOX9e0HWrDsNHdSyNtWBJjIrGDkyLhmGgdlsVszJXFpaog39AGCz2cCybFEj/0tNrTiZua5yvh4Lo9FIHXK5y7a+dXMc82t7f8Z//0oEP3NK/uE2haC0yASAdxzuxB2xGV+7vQwJ2//GnzvrxH9+a0Cx98+Hmp1MOVheXoYgCPS+1N7ejoWFBfT396tKYGbDMAy6u7sxPz8PURTR2NhIMweJ2CzlYJBSocTgn0L5mVN9mFiK48+/x+f990c97fjLdx9X5L3VIDK/fnWkoMFkXzo/hPedc8n6HZG/n7T5kN7ZoaEhBINB3LhxAzzPl9Q9KxdqFJkEvV4Pj8cDl8uFsbExiKKIBw8eQBRFeDwexe5L+ZzMfGhZm+VFE5kVCBGXiURiSynRfjMulRCZ8/PzEAQBU1NTAACHwwGWZctaflYopH4/exJvNbG+vo5gMEiD5Ds7O8FxHLq6uradO0RYplIp2UXmDx5MFfS6+xPLmFiKoaetNBE22ZC/WQmRubKyQoXOI40SzvxYF64u1uHe1AYyGQmH7C1476NOHOtVbtjMTqi1J/OgLC0tQRAEjI+PAwB6e3vBcRwWFxexsLBQEX8vuUbPnTuH5eVl8DwPURQRDofh8Xjg9/urSmyWw8nM5tff6McbAl34yoVhXAjNIZZIwmJO42xnEqdsCxgbCikyaZvMUyineHo1OFvQ60Iza5hcjsHeKt89mjx/s587BoOBDsGKRqMQRZG6Z4VkzFYqahaZBJ1OR6dkk6gzcl9yOp3w+/2y5mjH43FqqhTCTlmbmUxGiz9RkOq7GquY3IxL4GDiklBXV4f5+Z3D4AtFkiTMzMxAEATMzc1Bp9PB5XLB7/fTqJRKwWQyVZ2Tubq6SkuWSdYfx3G7usqk3CWZTMqehblbmWwuxUxhlRMlnEwiDIjQye7/e6ds73Iwqs3JJHl8ExMTNDKE4zh6X1pcXCzzERZOdoSJ1WpFV1cXZmdnwfM8gsEgIpEI3G43/H5/VeTXlrIncyeO9LTiUz97jP5/khnM8zx4nkcoFJLdtVGDkxkvMF6p2NcWAhHZ+Uous92z0dFRiKKIe/fuQRRFeL1eeL3eqsrXTCQS1HVTO9nl/bOzsxAEAZFIBENDQ+jt7QXLsmhu3n//PCEWi9GhP8UeX7bYzGQyW+JPNLEpL5rIrAB2yrgkMSQHvRjMZjPt59zPg1ySJIyPj0MURSwtLUGv18Pn88Hn8+1rMIUaqCaRmVuyXEyocraTKTc9rYUtgPU6Btbm8iyW5RSZi4uL4Hkek5OTAB66aHI8cOWmEnoyCyH7M2cYBk6nExzHbcu/JX9vJTiZBHLMDMOgq6sLFouFis1QKIShoSG4XC6wLFvRYrPcTmY+shfS09PTW9xkuQS+GkSmx9KIq8MLe76u3qiHrUXecyyfk5mLTqeD0+lEX18fxsfHIQgCBgcHEQwGFS3VLDWJRGLP+Rpqg9yXurq6sLCwQDe4R0ZGilqD7EQ8Hj/Qd0vEJsnbJPEnmtiUF01kqphUKoXV1dUtD5nsjEu5yJ4wW4wozGQyGBkZgSiKWFtbo30TSpQOlRqTyYTV1dVyH8aBIL1b2aKGZdmies6ynUy5edfpPvzLzfE9X/eWw7ayhcOT6+wgIju7dJwIHZZlVe3uV7qTubCwAJ7n6WdOxFauuKxEdhLC2Ys6IjbD4fAWsVmJm37l7MncC4ZhYLPZYLVatwj8SCRy4M9cDSLzPWf78Oy10T1f986TDtmnE+/mZOaSHfszNTW1pVSTVFNV4rlPICKzUmlvb8fZs2exvLyMYDCI0dFRTExMoKurCyzLwmKxFH19x2IxWXKLswVlrtgEHrZPqfH+UwloIlOlbGxsoL29HU8++ST+4i/+Im/GpVyQHddCRWYqlaJZYrFYDHV1dThy5EhV9UNUqpMpSRLm5uYgCAJmZmboAnu/JctKOpmP+zrxqKdjS/ZaLiaDDr/+Rr/s710oB3EySanQzMwMdDrdZiwCy8ral6IUlSoy5+fnwfM8pqeni/rMK9nJzIfFYoHFYsHc3Bx4nkckEsHw8HBFik01Opm5ZAv87M98aGiIbioVu8GhBpF5ytmO/+NIN567N7nja9objPjQG+SPuCLPnGLWFGQ4ls1mo/dfstHS19dXsRtNiUSiIp4be9HS0oJTp06hv7+fzoWYmZlBe3s7WJbdMnRwNyRJQiKRkNWl3itrsxoc8XJQHYqgCjGbzWhoaMDk5CQaGxsVfcAWmpWZSCQQiUQQDoeRSCTQ2NiI48ePo6+vryJ6BYrBZDJtCfJVO5IkYXp6GoIgYH5+HjqdDl6v98A7uEo6mTodg79732n88pev4srQ9pKsBpMen3vvKQw4yjcsqliRma8vWY7vodRUmugiC3si6D0eT8WJqUIp5jvp7OzE448/TsU3EZtE+FTCwlUNPZnFkP2ZC4KA4eFhRKNRWh5f6GafGkQmwzB4+j0n8HvfuI1v5ak66euox9/9pzPo65D/PCqkXHYnskV/7vdAhhCqdYp0PhKJREUMTSyUhoYGHDt2DBzHIRwOIxKJ4PLly2hubgbLsnA4HLte72TopRLCLztrM51O0/JZjf2hiUyVQno+yKAKJSFO5k5ZmblRFy0tLTh69Ch6enoq5sFfLNkxJmpeqEqShImJCQiCgKWlJRgMBrAsK1svipJOJgC0NZjwj7/yGF4SZvD1qyMYWVhHg9GANx2y4t1n+tDRWN4SoUJFpiRJtExrYWEBer0efr8fPp+vIvvhKsXJJCWKs7OzBxL01b6I6OjowGOPPUbLiIeGhqjY5DhO1WJTzeWyu9HR0YFz587RoVOkH83hcIDjuD1FjhpEJgDUGfX4b+85id94ox/PXhvF2OIGGox6/OghG958yAqDXpk1QDHlsrtBvgcyWXp0dBSjo6Ow2+3gOE6WkkslyWQySKVSVemk1dXV4fDhw2BZFpFIBKFQCNevX8fg4OCu0TR7ZWTKRXbfu8b+0ESmSiEik+d5SJKk6Em+k5O5traGYDCIaDSKTCaDjo4OcBwHq9Va9Red2kVmJpPB2NgYBEHA6uoqjEYj+vv74fF4ZO3dIA94pUQmsDnY5439Vryx36rYe+yXvURmPpHPcRy8Xm9FLwrULDIlSaLicm5ujg4ak2PYSiU4t9nTZYulvb2dCh+e56m7Q6btqrGUkEQMVOozp62tjfajkciisbEx2O12BAKBHR0qUkWjlr+btTXjY287VLL3O4iTmY/W1lY88sgjWFlZgSiKtC+wkCnr5YS07VTTtNxcjEYjOI6Dz+ejrVgkmsbn88Htdm/5+wvNyDwolfA8UDuayFQx3d3dePHFF5FOp0tSLkt2h5aXl+k00kKjLqqNbJGpJtLpNB22tL6+DrPZrGg/LPmd1ZoZuhc7iUxJkqjIX1lZoSK/WkbnqzEnM7cUudLd4nLS1taGRx99lLps0WgUIyMjRZd0loL9Tj1XGy0tLThz5gwCgcAWkdPd3Q2O47ZN2qyUVg2lkMvJzKW5uZn2BYqiiGg0iunp6V3zostJJWRkyoVer4fX64Xb7abRNPfv34coivB4PHTztlRO5kE29DQ20USmirHb7UilUpidnYXdblfsfQwGAwwGA1ZWVnDp0iU6jbSnpwcsy6q+nEQJyA1dLeIqd9hSfX09jh07tmM5iVwoXS6rdsjilojMTCZDH36rq6swmUw4fPjwtp3WSkdNTiYRlzzPY35+nopLv98v2052JfWgyrnwIS4bKSUkJZ1qiteRJKkqRCaBiBwiNqPRKCYnJ9HV1YVAIEA3c2tdZJJnr1KfQUNDA44fP45AIIBgMIihoSFcuHABbW1t4Diu4CE0SkM+h1oQmYTsaJqJiQmIoghBEBAKheByueg5UapqITWcB5WKJjJVTE9PDwDQ0holIAu4TCaD2dnZiolYUBoiGMrtZCaTSdqrQIYtnThxAn19fSVZeJEsKbWI7VJDJs4RkS8IAnWQBwYG4HK5qmaicjZqyMkkw6x4nsfCwoLs/cYaDyGlhKSkk/StqUFsVouTmQu5l3McRydtvvLKK7BYLOA4DqlUqqZFZiqVgtFoLMlMioGBAXAch1AohHA4TIfQcBwHh8NRVpFRS05mLgzDoKenB3a7HTMzMzSWhqD0uqQSNh3VTvWtjqoIIjLHx/fOEiyW3F4yYNO1etOb3qTKHsRSU+5y2Xg8jnA4jHA4jFQqhZaWFhw7dgw9PT0lf+AZDIaadTLT6TQYhsHk5CTGx8dRX1+Po0ePbtlNrUbK6WSSIUo8z2NxcZH2ufp8PsUWWrXqZOZCSjo5jqMlnaOjowUPq1EC0pNZrWRP2iSO2vnz56HX62E2mxWfyaBWkslkSTfwTCYTDh06BL/fTzd2r127hsHBQbAsW7KN3VxqWWQSGIaB1WqF1WrF/Pw8rly5glgshpdeeqkkFXe1eP3JhSYyVYwSIjO33M9oNCIQCGBxcRFzc3OawPzflEtkbmxsIBQKYWhoCOl0Gu3t7eA4DjabrWw3OqPRWHNOJnEuRVFEKpWCTqfD8ePH4XQ6q9JVyaUcPZmSJGFychI8z2NpaYnem7xeb00vsMpBS0sLTp8+DY7jqLM5NjaGnp4ecBxX0jiFanUycyGOGsuyCIVCtO/+pZdeUlX5ZqkgTmapIUNovF4vbVG5efMmeJ6H3+8v+QajJjK30tHRQavsLBYLxsbGMD4+DqvVCpZl0dnZKdt1ovVkHhxNZKoYUiIrh8hMpVKIRqMIBoPY2NigA2NcLheMRiNu376NqakppFKpqiz/KxaDwQCGYUomMnMn+ZKSKYvFUvYbXC05mclkEkNDQwgGg7Q8mWEY1NXVwe12l/vwSkYpnUxSVcHzPJaXl8syRKmSnExCKe4Lzc3NOH36NAKBABWb4+PjJY1/qLaezL0wm804fPgwRkZGoNPpsLq6isuXL6OlpQUcx5WlmqUcJJPJsgorg8FAJ5uSYXt37tyBIAh5J54qhSYytxOLxdDQ0IDTp0+jv7+frp2mp6dl25iXJKmingdqRVMTKoY4mWQQz35IJpO07DKRSNBm976+vi27cWRKVzwe10QmNhdwJpNJcZGZPU5dkiTYbDZwHIeOjg5F37cYjEYjNjY2yn0YikKuk1AohGQyiebmZhw9ehQOhwMvvfSSKgbglJJS9GRKkoTx8XEIgkDF5aFDh+DxeKpqiJLclGPh09TURIfVkAFBZDJqIBBQVGzWipOZSyaTQVtbG06dOkWf4VevXkVTUxPtFazmzyWVSqkiUkev18PtdsPpdGJsbGzLxFOv16t4pUUtRJgUSzwep33ijY2NdIATqQK7dOkSWlpawLKsLHnutbCpoxSamlAxdXV16Ozs3JeTGYvF6AVHevqOHj264wWXnZWphhu7GlBSZC4uLkIURfrdqnmSbzU7mYlEgg57SKVSaG1tBcdxsNvt9MGi1+trrlxYSZGZG/+ihgm9lbiIKMcxNzY24uTJk7Rnk0xGtdlsCAQC22I45KDaezJ3Ip1Ow2Aw0LJxn89HqyyuX78OnufL2iuoNKXuydwLnU6Hvr4+9Pb20nkWPM8jGAzC4/EoFqWUSCRgMplq8hrIRzqdRjKZ3Db8ra6uDkeOHAHHcXRT5tq1a3jw4AG9Toopc9ZKZeVBPVewxjYYhoHdbsfExETBzf/r6+v04Z/JZAouHSA3R5I/pLEpMuX+PObn5yEIAqampsAwDPr6+sCyrCqiAnbCaDQilUpV1QAKsgkTiUSQTqfR1taGQCCQ9zrR6/XbcjKrHYZhoNPpZBWZkiRhdHQUgiBgdXVV8YzX/VAJ5VFqOMbsyaiiKGJ4eBhTU1OwWq0IBAKyVmJkMhnVnB+lQpKkbREmBoMBfr8fHo+His2bN29CEIR9LaLVDPn71ejeZU88nZ6ehiAICAaDCIfDcLlc8Pv9aGhokO39EomEKj+HchGPxwHsnJGZvSlDWsRu3bqFwcFB2lNbzOdZLWueclFbd+4Kg4jMe/fu7bnAX15ehiiKGBsbgyRJRTdBZzuZGpuYTCYsLy8f+PdIkoTZ2VkIgoDZ2VnodDq43W74/f6KcI2zszIr/WG3sbFB4wLS6TQ6OjoQCAR2DeCuRZEJbO7cyyFoyLAxQRCwtramyvgXbSGxP0j7RbbYnJ6e3pb5eBBqsVyWbO7kE416vZ72BEajUYiiiFu3btHBNG63u+LFJqkcUcv9IR8Mw8Bms8Fms9HneyQSwdDQEN08liMGjjiZGpuQNepeMVYGgwFerxdut5sOu7x37x4EQSiozFkNm3nVgHqvYA0AQHd3N1544QWkUqm8F8T8/DxEUaR9m/stu9RE5nZMJhOSyeS+HTwSxSAIAhYWFujiwOfzVdQUXyIsk8lkxYrMXIffYrEgEAjAYrHs+d/WqshkGOZATmYmk6EDM7LFpZoXwZWwsFBjRUF9fT2OHTsGlmVpDAfJfCz0OtuJWhv8A4Deb3a7TvR6PTweD1wuF73O7t69C1EUqdhUs0jbDdKeUSnHb7FYYLFYsLCwAEEQEI1GEY1GZYn+SSaTFbEZXSpIdVmhpck6nQ5OpxN9fX3bypyJ85xvPaaVy8pDZVzBNYzdbkc6ncb09DR6e3sBbJ78JJh2dnYWDMPA6XTC7/fvu+ySiEytXPYh2eKqmJ3E3IEmJOfP6/VWZIh8tpNZaayurkIURYyMjFCHv9hyPoPBgEwmo8rFvZLst1yWiEtBELC+vo66ujrVZ4vW0veqJCRHlmVZiKKIoaEhvPrqq+js7KRis9jPuhZ7MgsRmQSdTgeXy4W+vj7a63zv3j2Iogifz1eRg7SIk1lpx93e3o5HH30Uy8vLEAQBY2NjGBsbQ3d3NziOK7pnWZIkzcnMoVAnM5fsMmeyfg6Hw4hEIrs6z7V275EbTWSqnOysTLvdji9+8YswmUxoaWmBXq+H1+vdcSemGHQ6HUwmk+ZkZkFu7PF4vKCbfK5zQ8KdK/Ehn0222K4UVlZWaOQCgH0/5IGHCz0yiKNWKLZcNpPJIBqNQhAEbGxsUHfL6XSqVlzmojmZ8kA2FrKdzfPnz6OzsxMcx+1anp5LLZbLkg29Yq6b7ME0ZJPzwYMHCAaDJZmCKieV5mTm0tLSgjNnzqC/v59uck5OTqKrq4tGkxUCmYVQKd9bKdirJ3MvGIaB1WqF1WqllYDEec6uBKyEZ0ElUJlXcA1BpsF+7WtfwxNPPIFoNIq3vvWt+Ku/+ivZnTGz2aw5mVmQG/te4iqdTtPemI2NDRqqraaes4NQSU7m8vIyeJ7fMrX3oOHxtSwyC3Eyc8//+vp6HD9+HE6ns2LEgdpFW6VC7oVEbEYiEVy4cKGgXmhCLYrMYpzMXBiGgcPhQE9PDyYnJ8HzPHieRygUolNQ1V5RU6lOZi5NTU04efIkFZvDw8N49dVX0dHRAY7jYLVadz3/tYzM7ZA1qhyfSUdHB3WeSZTc+Pg4rFYrPB4P2tvbtWfDAamdFVMFsrGxgQsXLqC+vh6f+cxn0N7ejqeeegpPPfWULAMVcqmrq8Pq6qrsv2PK8xwAACAASURBVLdSITexnWJMUqkUnfIXj8d3zCCtdCrByVxcXATP87Q3ube3FxzHyTK1N1tk1hJ79WSm02kMDw9DFEUajn3ixImKjlSolN3rSlv4kEnCfr+fRgZduHAB7e3tCAQCuy62tZ7M/UEGB3Z3d2N6eho8z9MSQTJ4TonIDTkgG5qVLjIJpKqD4zg61fzixYt5I7Oy0UTmduLxOIxGo6xrrJaWFpw+fRr9/f0IBoOIRqOYnp7G2bNn0d3dLdv71CJVJzJnZ2fxoQ99CM8++yy+8IUv4Bd/8ReL/h2JRAJ/+qd/iq9+9asYGRmBzWbDE088gY9//OOyTAvbi6WlJfzN3/wNnn76aUxPT0On0+GJJ57AF77wBUUbwM1mM+bm5iqiHKsU7CQyE4kEIpEIQqEQkskkmpqacOTIkaoNx1azk5kbCeN0OmWb6kcgDzM1/v1KspOTmU6nMTQ0BFEUaa7uyZMn0dvbW7HnfyXd7ypFCOfDbDbj8OHDW8TmxYsXd40Q0noyDwaZgmq1WukUVCJ0XC4XWJZV3SC6Spguux9IliPLsjTL8cqVK2hubgbLstvWEJrI3E4sFlNsc6SxsZFOyx4eHlYk97fWqKor+Bvf+AY+9KEP7eg8FUIymcTb3vY2XLlyBV/96lfx5je/GZcvX8Z73vMevPDCC3j55ZcVE3rT09N4+umn8bnPfQ7Ly8sYGBjApz/9abz//e9Hc3Oz4hPG6urqkMlkih50U63kisx4PE77i1Kp1J67kNWCGp3M2dlZ8Dy/JRKGZVlZ88kItepk5vZk5jr3jY2NVbe5UikCrtLvN6Rf3efzIRwOIxQK4dKlS2htbUUgEEB3dzcYhoEkSZqTKRMMw6CrqwtdXV2Ym5sDz/M0coNszqllimm1OZm5mEwm9Pf3w+fzYWhoCKFQCNevX8fg4OCWzFNNZG6HVI0pSV1dHTweD4DKv9eWm6oRmZ///Ofxh3/4h3jmmWfw7LPP4ktf+tK+fs9nPvMZ/PCHP8TnPvc5/MRP/AQA4PWvfz0++9nP4l3vehc+8YlP4M/+7M/kPHQAwNe+9jV88IMfRCwWw7lz5/Cxj30Mb3/72wEATz31FCYmJmR/z1yyY0y0m9rDG/va2hru3LmzJVuxkH6KakEtTiaZqiwIAubm5qDT6WQbfLUbtSwyk8kkUqkUde7j8TiampowMDAAh8NRE+e/2qgUIVwI2YttIjYvX76MlpYW6mwC0ESmzHR2duLxxx/HwsICeJ7H8PAwotEobTMoRcXWblSrk5mL0WgEy7Lwer0YHh5GMBjcknlKKkm09dgmkiQhHo8XNR1+v+8DaAJTDqrmCj569Cju3buH9vZ2PPvss/v6HZIk4emnn4bRaMT73ve+Lf/2Uz/1U+jo6MDnP/95fPKTn5Tdrj916hRe//rX4/d///fx+te/np7ckiTBbrdjcnJS8TLW7BgTOXrZKh2yizg0NAQAdDJcZ2dnTd18yu1k5ssb9fv98Pl8JekpqlWRCWzeC77//e8jkUigubkZR48eRU9PT9Wd/5X291Ta8e6F0WhEIBCA1+tFJBJBMBikZYRA9f29e6G0yCS0t7fj3LlzWFxchCAIGBkZwcjIiCz5jgeh0qfLFgtJCnC73VsyT8n3X2vn/06kUimk0+mSDa7SPveDUzVX8Gte85oD/47bt29jdHQUJ06c2CayDAYDHnnkEXzve9/DSy+9hLe85S0Hfr9sDh06hOeee27bzxmGQXd3N27fvq24yCQL9lqPMcmeNAZsiu+zZ88qvnumVnQ6HRiGKbmTKUkSDU9eWloqW95orYnMZDKJSCSChYUFSJKElpYWHD9+vOrLwoHKcAkr4Rj3i9FoBMdx8Hg8tO8XAEZHR9He3l4z7jm515RKZLW1teHs2bPb8h3tdjs4jkNbW1tJjoOQTCah0+mqaoBeIZDMU6fTibGxMdy+fRvpdBovvfQSjaFR+2RgJdlvRmaxVPM9ttRUjciUgzt37gAA3G533n8nP79z547sInM37HY7fvCDHyCZTCp6cWWXy9YiCwsLEASBTih1OByYn59HQ0NDzQpMYHOjw2g0lszJlCSJhoqvrKzAaDSiv78fXq+3LD06tSIyk8kkLVlMJpN0gfuGN7yh6hf2lfb3VdrxFgspI7Tb7fjhD3+IdDqNa9euged5cByH3t7eqv4MSuVk5pKd70hyhicmJmCz2RAIBEo2CCWVSlVtP2YhMAxD806npqbQ1NREBzapfTKwkpD4EqX/dq1cVj40kZkFERc73UjJbt7U1FTJjgnYFJmZTAZTU1NwOp2KvQ+5cGstK3Nubg6CIGB6enrbhNKXXnrpQIOkqgWDwaC4k5nJZDA6OgpRFLG6ugqTyYTDhw/D7XaXdcFR7SIzkUhQcUkGWgUCAUSjUczPz9fUg7YSdrAr4Rjlglx7Pp8PRqMRwWAQ169f3yI2q7Ffs1wik9DU1IRTp04hEAjQsPqpqSl0dXUhEAgoEqGWTSqVqplS2d0gxsLrXvc6zMzMQBRFOhmYrFOUHoKjJkrlZBJq6dmnFNpVnMXGxgaAnSeakebr9fX1kh0TsBkoDwDj4+OKikyj0QiGYWrCycw3RMbj8cDv92+5aZtMppJ/32pESSczk8lgZGQEgiBgfX0dZrMZAwMDcLlcqlhoVKvITCQSNEYilUpti5EYHR3dNSezmqi0xUSlHe9+IeefwWCA3+/fUkZ748YNCIJAp3FWk9gst8gkNDY24sSJE1RsDg8P45VXXoHFYgHHcbBYLIqci9mVFLUMmfTPMAysViusVivdFB8aGsLw8DB6e3vBsmxNzNEotZOpcXC0qzgLMqFyp8U0cbRKvXOULTKVhGEYmM3mqhaZpM9PFEUsLi7uOUSGiKtazw41GAyyO9zpdJpO1NvY2EB9fT2OHj0Kl8tV9sVVNmSxUy0iMx6PU3GZTqfR3t6OQCCwbVryTjmZ1Yxci4tUKoVQOILzd0Ng9EacO8oi4OmT5R5SSwsgcv6Rz02v18Pn88HtdmN4eBiiKOLmzZsQBAEcx1WN2CRVI2q5D9bX1+PYsWPgOI7GeJ0/f16xSeupVEp12Z3lIJFIbJv029nZiccee2zbsKaenh5wHIfW1tYyHa3ylLons5bXfHKhicwsuru7AWz25uVjcXERAOhY9VJRKpEJbO4QVWO5bCaTwfj4+JY+PzLNcLfx4CaTCZlMBul0uqZ3VuUsl02lUnSBSDKvTpw4odoFYrU4mSTnNRKJ0CieQCCArq6uLQ/T6ZUY5tcSWIxLNSMy5VpMpFIpiKEI/u4/RPzHWAaLCQZAGrqLt3HGdh8f/lEWjw94tcVLgZDzL/e+QKZxulwuRKNRKjZJGa3T6VTlvaRQ0uk0GIZR3d9QV1eHgYEBsCxLN6ouXryItrY2cBxH800PSjKZrAlnbi8SicSO65PsYU2iKGJsbAzj4+Ow2WzgOK4q50jE43EwDFOySBftPn1wanfVnIejR48CACKRSN5/J1EW5HWlwuFwACiNyDSbzVRMVwOkFFMURaytrcFsNhfV50duZolEoqZFphzlsslkEkNDQwgGg0gkEmhsbMThw4dV31dV6SIzFotR9yGdTqOzsxOBQGBbqdtLwgz+9sUQzofm6M98zXo0spN48+Huchx6ydmvS5hKpTA0NIQHvIDP3U5jcEkH4OFnm5EYXJ5M4wP/8AD/+ZEI3vbo4X1P662lqopMJoN4GvjmvQV8/19fQnh2DWaDDq9lLXjyMTfOeTvh8XjgdDppyf2tW7doGa3T6VSNG1gM6XRa1cdNnqN+v39bvinHcQeOOar1wT/A5jmQTqf3FFQtLS04ffo0+vv7EQwGaf+s0iXN5SAWi8FsNiv690iSVFPVIkpTu6vmPBw7dgwOhwP379/HysrKlp20VCqFK1euoKmpCa973etKelykR2piYkLx96qrq0M8Hq/4hQxxy4LBIGKxGOrq6nD06FE4nc6ixGK2yKylBvtcDAYDMpkMMplM0YIwd2opyVuslDiCShWZsViM9lGl02lYLBYqLnP5ysVh/Jd/ubvt56EVBh/88jX8wdsO4Zdf5y3FYVcURFwGg0HE43G8MFWHwaWdFyjxDIO/vhFHO66gs31zwJJc7k81Mr0cx1/c0WNqY5L+LJHK4Dt3JvGdO5P4jTf68btvDUCv18Ptdm8Rm7dv36ZiU20l+HuhdpFJMJlM6O/vh8/nQyQSQSgUwtWrV9HU1ASO4+BwOIp+XqTTaWQymZre1AUetmcV6to1Njbi+PHjtKR5eHgY58+fR3t7OziOo+vISiYej5c0wqXSPy81UJNX8fLyMt773veis7MTzzzzzJbA2w9/+MN46qmn8JWvfAUf+tCH6H/zrW99C/Pz8/id3/mdko+ONhqNsFqtJRGZ2TEmlTgim2T8hcNhxONxOrhgv6WY2SKzliG7ysXE6OQOlmltbQXHcSXNWxyaXUNwehUGPYOTfe1obSh+d5yUrZU6J3S/bGxsUHGZyWR2FZcA8GBiGf9PHoGZzR9/5wHOuNtx0lmaCINSQ87HQnewc8VlU1MT+g8fwR99hQew+3mylABm63pRvz6Fy5cv02m+hYrNSt8ALBRJkvDb3xzE1MbOf+tn/z0Ij6URP3u6F8DDnMG+vj6Mjo5CEATcuXOHik23210R4q1SRCaB5Jt6vV56XZApwMUOZiL32Vp3MosVmQQy24DjODqJ9tKlS7K5zOUkFospntmq9WPKS02KzOeffx7f/va3AQC/+Zu/iTNnztB/+8hHPoLvfOc7+OhHP4q+vj68+c1vxuXLl/Ebv/EbOH78OD7+8Y+X/HgZhoHdbsfk5KTiC4xKFZkkhiEcDlO3bGBgAD09PQcqxdRE5iZkVzmVSu0pMmOxGH24kcEypd5JvT26iE99d3BL6afZoMM7Tzjw+z/ej/bG4h7cer1e9U7mxsYGBEFANBpFJpMpOG7gyxeGUIi0+tL5oaoVmYWST1wePXoUPT09uD26hJmVwoam8St6fOCnf2xLqWGxYrPauRiex73JtT1f93cvhfAzp7ZWReh0OjidTvT29lKxeffuXYiiCL/fD7fbrWqn7CAic2R+Hd+7N4nljSS6ms348aN2WJpK4/7kTgEOBoO0V7bQ8mXSlqHm76cU7FdkEkhJM8uydG1EXGaWZVXfppKLJElIJBJafEmFUTVX8dDQEDwez5afvf/978f73/9+uFwu2k8JAI8//ji8Xi86Oztx5MiRLf+N0WjEc889hz/5kz/BRz7yEYyOjsJms+G9730vPv7xj2+b9FUKGIZBd3c3rl+/rrjIzM7KrIQpZbmCRu4BBJrI3CTbydyJjY0NWqZDev84jts2WEZpLoXn8OQzlxFPbR1aE09l8E9XR3AtuoBnf/WxooSmmkXm+vo6dS4lSYLVakUgECh48MMLg9MFve6HBb6uEtnLycwnLgcGBraUfMeShZ8fsWR6y/CxYsRmrTiZ/+t2YTMIhKlVCFOrCHRvHxRDxGa2s3nv3j0Eg0H4fD54PB5Vipn9iMyVWBK////dwXduT2zZNPrkv93Hzz/qwh+8/RCM+tKIiuwpwGQwEylfJiJ/p79PczI3OajIJJD7jM/nowP3bty4AZ7n4ff7K6ZvOZFIQJKkkk2W1ZAH9d1d94nb7S745Ojp6UEoFNrx381mMz7xiU/gE5/4hFyHd2DsdjtmZmaQSCQUdRiznUw1QxbWxLVRStBoInOTbCczl9zvYq/yTCVJpjP4yD/d3CYwswlOr+JT3x3Ep991rODfq0aRub6+Tp1LSZJgs9kQCATQ3l6c27ieKOzvKkZEVQu5k5DziUtCX0fhPdvOjkb6v/crNqudxfXC77nza7u/lmEY9PX1obe3F2NjYxAEAffv30cwGKSiR02ippCBL9nEkmk8+cxl3IhuH9qXTEv44vkhzKzE8dn3nizpuaTX6+HxeOByuegAvr0cZc3J3EQukUkwGAxbhH8wGMTt27ep2FS7u0/WpKXKyKzFe64SqPeM0tiC3W6HJEmYnJyE2+1W7H2IyFRrjMnq6ioEQcDo6Ch1bTiO27MkcL9oInOTfE7m6uoqRFHEyMgIFTnlHp3+/ftTmFja+9z9l5tj+NjbDhXco6kmkbm2tkbz0SRJQnd3NwKBwL57VfraG3B/YnnP1/W2V+/gq1wnsxhxSehpq8drWQteFmf3fL8nzvRu+1kxYrMWFkAdRVQadDYV9lqGYdDb2wuHw4Hx8XHwPI/79+9T0ePxeFQhNot1Mr9+dSSvwMzm23cm8ITQizcErAc9vKLJ7pUlIv/evXsQRRFerxder5d+7pqTuYncIpOQLfxHR0chiuKO34WaIGtSrVy2stBEZoVAsjLHxsYUFZlkl0htTubS0hLNggI2RTfLskW7NsWi1+uh1+sPHN9RTmLJNL51cwxfvzqKkfl1NJj0eGO/Fe8754K3q7Dy72wnc2VlhQp9AAcWOXJyMTy394uwWTp7c3QRr+e6Cnq9Xq8v++Cf3A0Wu92OQCBw4LL2d5/pxcf/1/0CXtd3oPepBDKZDEKhUFHiMpv/68c4XAzPIZneuarm3Wd64dvluttLbNZKdulPHnfgqxeje76uv7sZrLW4NhaGYeBwONDT04OJiQnwPI8HDx7QMtpyL7SLFZlfK+BzAoD/eSlaFpFJ0Ol01FEmudWDg4MIhUJU4OzXyUymM4inMmg06atCIBCRqdR5mF1KPj4+DlEUMTg4iGAwCI/HA5/PV9JJrntRaidTQx40kVkhEJGp9IRZg8EAvV6vGpE5Pz8PURQxObk5wr63txcsy6KlpaVkx2A0GivWyZxajuF9f38JwtTqlp9/4dUhfPn8MD71s0fxRAHigTzoQqEQlpaWAGyekxzHqap3d7fF/bbX7lJSm0s5r4lcUS/35/6uM3340oVhRGZ3HrLiaKvHe886ZXk/NUKEWzAYRDqdLlpcEk452/E/njyD3/yHG1iJbd+UeNfpXvzROwvLWd5JbOr1ehgMhqrvzXzE3Y6j3Q24M7m+6+t+7Q2+fX8ODMOgp6eHDtbjeZ4utInYLFXwezbFiMxkOgN+aqWg194b37tioRRki/zJyUkIggCe5xEMBmklTKHi6t8Hp/HMqxG8EpyFJAGdjSa860wvPvAjHthaKmd4YS6JRAIMwyhewpr9XUxPT4PneYiiiHA4DJfLBb/fj/r6ekWPoRBK5WRq5bLyoonMCsHhcAAAxscLG4ZwEOrq6spaLitJEubm5sDzPGZnZ8EwDFwuF1iWRWNj496/QGZMJpNqRHcxpDMSPvDFK9sEJv13ScLvfeM2etsb8Jhv53LjxcVF3L+/6XQtLS2ht7cXHMdtyZFVC/4iHI1iXmswGEpeLruysgKe56l773A4wHGc7BssTWYDvvJLZ/FLX7yad7Hq6qjDlz7w6L7iX9ROOp3G0NAQBEEAsLmZcOLEiQNluL4hYMWFj/4ovnljDK+IM4inMvBYGvGeR5x5h9PsRa7Y5Hke8XgcL774Ivr7+6si/y4fDMPgE2/pw2/+8yDG1vP/fb/7Fg4/dcIhy3vZ7XZ0d3djamoKPM+D53nqsPl8vpKJTZJHXKjILOabV9tpkv25T09PQxAEzMzMANjc0Dx06NCOzpUkSfj0czz+9sWt8zXm1hL4uxfD+Ma1UXztg+f2dc2pgWQyCZPJVLJrm2EY2Gw2WK1WzM7OQhAEhMNhRCIROJ3Osq2/CGQNppXLVhaayKwQiJNZCpFpNpvLIqokSaIPmvn5eej1eni93rLvpJlMJqyv776brkZeFKb33LnOSMDnXwzlFZnz8/PgeR7T09P0hut0OnHy5ElFjlcOfuakA59+bhCJPVzKx32dcFsKf2CWsidzeXkZgiBQcVkKUd/b3oBv/9Zr8MLgNP711jjmVhMwM0l49Av41XccQ3cRn1UlQMQlKYttaGhAIpGAx+NBb+/2fsliaTIb8L5zLrzvnEuGo92EiM3JyUmsr69jbW0Nly5dQmtra9WKzbY6HT4ykMZKZz++dWcG4dk1mA16vJa14MnHXLJH6pBJ7jabjbo6giBsEZtKL3LJfaZQkWnQ63C8rw23RnbvyQQ2nXY1ki1wrl69ivHxcfz/7L15fGP1fff7Odo93hfZWmxZsqRzNOPx7BszhDYkkECW+/C0TSk03KQpScotJG1JeLJQ6NM+vW1KS26Tpk2BJk1oS8pNnt6mBBIKDcMwY2aHGWako8WSJe8e72NrP/cP53eQNZYl2TpH50h6/5NXPEI6Ws45v/fvuw0PDyMSifAbzNlrgH9/a/QGwcxkeimOT/3jGbz6B78MjUo+ozoI8Xi8LFF0iqKg1+uh1+v5TLJQKITh4WGYzWbRM8kIsViMz+IQCo7jaumyJaYmmTKhs7MTCoVC8HRZYFUyFxbES6vhOA5jY2NgWRbz8/NQqVRwOp2SqQnQaDSYm8t/A5ca//tCYRsSx9kpTC/F+Flq09PTfBRZoVDAarXCbrfjlVdekfxcrdZ6DX7v/TT+/CV3zsdoVQo88kFXUc9LJFPIFMX5+XmwLMtvJIkdMVYpFbi934Db+w0AgEgkgnPnZqCsIG/Jlsv6+nr09/ejvb0dL7/8crkPryAoioJWq8V73vMeBAIB+Hy+ipXNdDoNjRL4tX0m/NYvMaK9bqb0TE1NrUkhtNlscDgcgt2bipVMAPjNw5aCJPPjN5Vu00MIKIri02SPHTsGlmUxNDSEYDC4JprGcRz+/ngg7/NFZlfw0jvj+Ohuk9CHXnKEniRQCG1tbTh8+DB/b4pEIohEIjAajaBpWtQ+DNFoFFqtVtTIbo2tU5NMmaBSqdDV1SWKZOp0OiSTyS0NhC6EdDrNdzdbWlqCWq2Gy+WCzWYryw5eLjQaDZLJJNLptOQlK5PpAgfDk8eml1dvJNeuXYNCobghiiyF5jeF8Nlf6gMAPPmf7A0RTUOTDl+/ew929xR3c1QqlfwuZ6lvPnNzc2BZFmNjY/yoBZqmyzKTNxPyW6+End1cctnd3Q2KorCyslLuQyyazDRav98Pv9+PN998Ey0tLWAYpiJkk9TKluu6S1EUOjs7odfr+c03n8+HoaEhWK1WOByOkovAZiTzrr1mvHh5fMOZt/fd1IuD1vJ1/i6UZDIJpVKJjo4OdHR0YHZ2FizL8tG07u5ubNP3FFxf+tLlMdlKZjkihuvR3NyMgwcPYnFxEV6vF5FIBGNjY4J3988kFovVxpfIkJpkygSSxjM+Pi54w4fMWZnbtpV+bEEqleJnZi0vL0Or1aK/v1+yc5oyx5iUe2exGJrrCq+hc186D2plHkqlEg6HA3a7/Yb3qlKpZNFll6Io/M4v23H3wR786MIIfJOLUCkUuMnejtt2dG1qIDlZ8KVSqZIteOfm5uDxeDA+Pg6KomCxWEDTdFnrXjIh1xg5dzPNJZdms3nN95g9wkTKZF//yeac3W6vONkk30e5N/dICmFHRwcvm36/H8FgkE/nLNW9YTOSqVIq8Le/uQ9fe8mDfzk9vGb2bes2Ne6/pQ+/80v2khyf0CQSiTVNf1pbW/lomsfjQTgcRsQdRqHL14UV6W+MZpNOp/maTCnR2NiIffv2weVy8bOxJycnBZtTnkk0GhVt41Wu10spIr0VfY11IQXyp0+fFlwyyc0yGo2WVDLJ7Dmfz4doNIq6ujrs2rULFotF0IjpVpGrZN65y4iX3hnP+zhbIwd14jr6aBp9fX0508BUKpUsIpmE1noNPnWzrSTPRX6fyWRyyy3lZ2dn4fF4MDExUfamVhtBFvZylMxC5bKSqETZLHckM5vMejUim4FAYI1sbrV/wGYkEwC0KiUe/fAOfO79TrzmmcL8SgL6Ri1+idZDp5bu/TWbZDK57mZzc3MzDh06hIWFBZx++yrw9jQADvlaH3U2lr/kpljIZq7UJJOwbds27N69GwzDwO/3Y2hoCKdOnUJLSwtoml4z07cUpFIpJBIJ0TrL1igdNcmUESaTCdPT04jFYoI2wsmMZJaCRCKBQCCAQCCAeDyO+vp67N27F93d3ZJZPGxEpmTKiQ/2G9DTVofwTK5UwNUb9McPGnH7e3fllSe1Wi2LSKYQZEYyN0tmIyVS6+p0OgXJFigFcpTMVCqFUCgElmWLkks5RzKzIbKZOfqEyKbL5UJnZ6dsZJP89qR4vCSdk3RCHxoaQigU2rJsblYyCU06NT4iw/RQQnYkM5umpia8/+bDOHrlJE4GZvM+33/ft/VGXmJD1hpSlUyCTqdDf38/nE4nL5unT59GY2MjaJreUpfuTMjnUUuXlR81yZQRBsNqQ47R0VHY7cKlvpRKMmOxGH/hSSaTaGpqwq5du2AymWR1EstVMjUqBb7ziYO49+k3MbGw3ndJ4fPvc+C3biusoYZKpZJll91SsBXJJIvQqakpKBQK2Gy2kkQ8hEZONZlELr1eL6LRaFVELvOh0WhukM3BwUFZyabUIpnr0d7ejqNHj/KbSEQ2SaOaYjeRyDVGiqUjYpBMJguSiYfez2DwqUGkN7g87bO04OgG47mkilwkk6DRaLB9+3Y4HA4MDQ3B7/fj3LlzcLvdcDqd6Onp2dI5LNaMTILUr4tyojqvYjIlc4yJkJKZmS67GVZWVvh6lVQqhdbWVtA0Lct0LUC+kgkAfR31+Lu7rPiH4168PpLCXJyCWkHhVpcenzjWt+F8zGxqkcziJDO7S68UxvEUgxxqMteTy3379hUtl3KKZALFLYLkLJtykExCW1sbbrrpJj4dPhgM8rJJ03TBsrnVSKbcyRfJJBzpa8dffWwPHn7+LSTXMU1bsxL/94dskpsNWghyk0yCWq0G/YuyG1IadfHiRXg8HjgcDvT29m7qdy3WjEy5XP/lRE0yZQSRTKE7zG42knn9+nX4fD4MDw8jnU6jo6MDNE2jo6NDsouYQpCj7sFLbgAAIABJREFUZJLFt8/nw8rKCj5iq8Pv3+6CydwNjVq1qe+D1GQKXRMsRQqVTI7jeLm8du0alEol7Ha7IF0ohUbK6bLryaWcUvC3wmbPPznKphzT11pbW3HkyBG+sRfpikq6RuervSZ179UomRzH5azJXI//tteM/b2t+Kc3h/FzzyRWEimYm3U4ZlLAnJ6C++IZTIRawTCMJH/fuZCrZBJUKhXsdjusVisikQhYlsWlS5fAsiz/92J6G5CARy1dVn7UJFNGZEYyhUShUECj0RQcyVxcXOSHx3Mch66uLtA0jbY26bdLLwRyoZdDFC+ZTCIYDMLn8/Hdgffs2bPldBVgdZeS4zikUqmqS+XKJ5kcx2FqaoofAbNRl165IEXJFEou5bao2MrxZsqm3+9HIBDA4OAgWlultxhPp9OgKEoyx1MMLS0tOHz4MD+iaHh4GOFwmJ9/m6tTZjVHMolgFyMgPW3b8D/ucOF/3LF29nFmuQ7ZTBGiKY0QEMncapO5cqNUKtHb24uenh6MjIzA6/XiypUr8Hq96OvrQ19fX0EiLVYkkyD134ecqK6Voswxm80AhJdMYPVkzhfJzJzvB6xKME3TaG5uFvz4xESlWo38STmSmUgk+FoI0lxpx44dJY3sELEsZqe5UsglmUQuPR4PZmZmeLkUcli7WEipJlOsyKUU3ms+SnWMpI6KdKOVomzKbTbxerS0tODQoUP8QPtwOLxGNhsbG9c8viaZpalH1Wq12LFjBxwOB9948PTp02hqagJN05LuDSH3SGY2CoUCPT096O7uxtjYGFiW5WfO2my2vJuxYtRkkjnYNUpLda0UZY5er4dKpRI8XRZYPZlzNXmZmZkBy7L8CIaenh44nc4bbpaVAkVRUKvVkpRM0rnX7/cjkUigsbERAwMDJevqlgnZVU0kErKNzm0WsughC0CO4zA5OQmPx4PZ2VmoVCo4nU7Y7XbZyyVBCpFMseRSqovNXJTyeKUsmxzHyV4yCWSg/cLCAliWRSQSQSQSuUE2q1kySbZQKSN4JHJvt9v5jdizZ8+ioaGB74Aqtd+Y1EeYbBaKomAymWA0GvnMH5/Ph0AggN7eXjgcjnVrl2OxGNRqtSjnhFwzJ6RKTTJlhFKpRFdXlyiSqdPpMDMzw9f/kIiN1+vlG5lYrVY4HA7JzfcTAo1GIynJjMVi/O5sMplEc3MzaJqG0WgU7AKZGcmsNjLnZI6Pj8Pj8WBubg4qlQo0TcNut1fkggAoj2SmUikMDw+DZVlRay7lsJMt1DFuJJsul0vQQeu5qIRIZjZNTU04cOAAaJqG1+vlZdNsNoOm6aqWzFJGMrPJbEpDSkrOnz8Pj8dTkg6opSQej0OtVles7FAUhc7OTnR2dmJ6ehosy2JoaAjBYJAPWmSmk8disVrTH5lSk0wZQVEUDAYDxsfHBW++otVqkU6nkUgkcO3aNbAsi7m5Ob6Rid1ul02XzFIgFcmMRqN8nYnYnXszI5nVBll8kIiaWq0GwzAF15TIkXJEMrPlctu2baLIpdwWc0Ie73qyeerUqbLIJqnJrESampqwf/9+0DTNRzZHRkb4TdtqlkwhaxFVKhUcDgdsNhufJUE6oDqdTlgslrJ/9vF4vGLvK9mQebOzs7N87fLw8DC/6dLU1MTfC8SgUq835aImmTKCoigYjUacPHlScMkkF7jjx4/j+vXrfMSmr6+vYtIBi0Gj0WBpaalsr7+ysgKfz4dgMIh0Oo329nbQNC3qgq8aI5kcx2FsbAxutxvA6s2fNE2Re1OGfIhZk1kuucxGDrvZYh1jtmz6/X7RZbMSI5nZNDY2Yv/+/WAYhq/ZBIBz586BYRi0tLSU+QjFg2xgilHzr1Qq0dfXh97eXoTDYbAsi7fffhssy/LjNsrVe6CaJJPQ2tqKw4cPY2FhgY/wj4yMwGAwIBqNorW1VdDXl8O1X47UJFNmmEwmzMzMCLazk06nEQ6HEQgEAKymKWzfvh02m63iF9UbQSKZYo/vWF5ehtfrXTMWhmEYdHR0iHYMhGqKZHIch9HRUbAsi4WFBf69W61WMAxT5qMTBzEimevJZam6IReD3HavxTzecspmJdVk5qOhoQH79u1DIpHAxMQEJiYmMD4+DoPBUDWyKUYkMxulUgmr1QqLxYJwOAyv14vLly/D6/XCbrfDZrOJLpvxeFy0yJ3UIBF+hmH4kXgcx2FmZgbT09Nob28X5HpTG18iDDXJlBlGoxEAMDIyAqfTWbLnzZ6rSC7yAwMDsFgsJXsduZI5xkSMHcalpSV4vV6Ew2HJjIWphkgmx3EYGRkBy7JYXFyERqPBjh07YLFY8NJLL1XVbqeQNZlELr1eL1ZWVsoml9nI4fst1zFmyiZp1nHq1Cm0tbWBYRhBZLMaIpnZkEZzt9xyC7/BOD4+jq6uLjAMI3hEp5yIGcnMRqFQrBm3wbIsrly5Ap/Px4/bEEN+OY6rykhmNg0NDdizZw+6u7vxxhtvIBqN4o033kBbWxtomhasIVlNMktLTTJlBpHM0dHRkkhmIpFAMBiE3+/n5yru3r0bLS0teO2116oialUI5IIv9MWfzByNRCIAIKldbHKDrUTJ5DiOHxq9tLQErVaL/v5+WK1WqFQqfmGfa05mJSKEZEpVLmsLi8IhGy8Oh0Nw2azkmsxcpFIpKJVK1NfXY8+ePXyDoFAohImJCXR2doJhmIqZQ51JOSKZ2WSP2/B4PHC73bxsCt3kLZlMguO4qpdMAjn/+/v7EY1G+bmnpW52KIcNRjlSk0yZYTKZAGDLHWbj8TjfzjuRSKChoQH9/f18O28yIzPfrMxqIVMyhYDMUCMzUKU4c5TsLlfSxkM6nebl8vr169Bqtdi5c+cN9TgURUGpVFadZCoUipJIplTlMhs5LDTETtnPBZHN7AZBpZTNdDpddTN5iWQSyMZvpmxOTk5Cr9eDYRi0t7eX8WhLSzkjmdlkjtsYHx8Hy7JgWRZ+vx82m02wWciVNiNzq5AZmY2NjbDb7XA6nfza9cyZMyUbRVNLlxWG8p/JNYqCSCaRkWIh3UmDweCGoy80Gg0oiuJP8GpHqHrEubk5eDwejI+Pg6KonAO6pUAlpcuS2mOv17tGLq1Wa87OgtUmmQD48UWbJZ1O8zWXUpbLGpuHDL0XQjarMV02mUyuew2qq6vDrl274HQ6+SZwJ06cKGudfqlJJpP8hp5UIA0XDQYDJicn+dmOQ0ND/Bi3Us6NrknmWkiggwi9RqPhO7uTEq/z58/D7Xbzo2i28vupSWZpqUmmzDCbzQCKl8yVlRV+FzSdTufNa6coClqtthbJ/AXkgl+qz2NmZgYejweTk5OgKAoWiwU0TUt65ihFUVCpVLKOZBK5ZFkWy8vL0Ol0GBgYQG9vb94bUzVK5mYjmXKTS3INrEUyN48QsllNjX8IqVRqQ8Goq6vDwMAAnE4nvF4vgsEg3njjDbS3t/OyKcXfRyEkEgmoVCpJHj9FUejq6loz25GME+vt7YXT6SzJWLeaZK6FBDqyRV6tVq8ZRePz+fDWW2/B4/EU3R2Y4zhZXPvlSE0yZUZHRwfUanXB6bLZDWT0ej1omi6oQ1dNMt8ls/HPZuE4DteuXYPH48H09DQUCgWsViucTqdsOsmpVCpZRjKzpYdEBYqZiVaTzPzITS5rlJ6NZNPlchUlQdVck5kPskGWGdk8efJkWcZblYpkMin5LvYURUGv10Ov1/MzxIeGhhAMBmGxWOB0Ore0WUwkU+qfg1jEYjFQFJVTuskoGqvVuqY7MMuyfHfgQj9LiqJkd85InZpkygylUgmDwZBXMjNnDQGrDWRomi6qM51Op8Pc3NyWjrdS2EpNJsdxmJqagsfjwczMDBQKBfr6+uBwOEqy8ykmarVaVpHM7FrAuro67N69GxaLpWjpqVbJLGSHdz2Jl5tcbjU1WCykGsnMZj3ZPHnyZFGyWY3psoVKJkGn02Hnzp28bA4NDQne9VcoSCRTLrS3t+Omm27C7OwsWJZFKBTC8PAwuru74XQ6N1X2UotkriUWi/HlWxtBugNbLBZ+/NjVq1fh9Xr57sC5amjlcN2XK/I5m2vwEMlcb7FBLnbj4+MAVtNraZpGU1NT0a9DIplyWdQIyWYkk+M4TExMwOPxYG5uDkqlEg6HA3a7vaQ1HGIil0gmGcnj9XpLNn9RpVJVXWQ/XySzEuSyhrBkyiaRIBJxy5feWZPMwiEdsR0Ox5oIcmtrKxiGEWzkQylJJpOCNNMRmtbWVhw+fBjz8/PweDwIh8MIh8ObWn+RTdyaZK4SjUaLWi9RFAWz2QyTycSvv0hqs9Vqhd1uz7m5L/XzQ47UJFNmkCJ0r9e7Rv5IjcDU1BRf4+d0OtHQ0LDp1yIX+1gsJlspKhUKhQIqlaogyeQ4DmNjY2BZFvPz81CpVKBpWvDW52KgVquxsrJS7sPISSqVQjAYhNfrRSwWQ319Pfbu3Yvu7u4tL1arMZJJUdS6krmeXG42QiwV5BLJBOS5GMqUoEJls9pqMjmO27RkEojUZ8rm4OAgWlpawDAMurq6JPv7SSQSku5LkI/m5mYcOnRoTSbZyMgIjEYjaJouaBRZLZK5llgstqkgCUVRMBgM6OrqwtTUFLxeL19DS9bHpEyp1llWOGqSKUNMJhPm5uawtLSEn/zkJ3jiiSfwwAMPQK/X8621S1HjR8SyJpmraDSaDSWT4zh+iPPi4iLUajVcLpdoQ5zFQKqRzGQyiWAwCJ/Px8tl5kieUlCNkpkdyaxEuZQbchHhXBQjm9VWk0nOtVJ0V9VoNNi+fTvsdjsCgQD8fj/efPNNNDc3g2EYGAwGyX22cqjJLISmpibs378fDMPwc6/HxsbQ1dUFmqY3nHEaj8ehVCol1WG3XHAct+X1J0VR6OzsRGdnJ2ZmZsCyLILBIEKhEJ/WLLeyJTlRk0wZ0tXVBYfDgQMHDsDr9UKn02FlZQW33XZbSWUwM5JZI7dkZs9aJPPjrFZrRdwwM1Gr1fywaCksUJLJJD8zKxaLoaGhATt37oTZbC758VWrZHIcd0NX3kqUSyn8nquJfLLZ3t5edZFMcn0ppWBoNBq4XK41snn69Gk0NTWBYZiSDbPfKul0GqlUSlY1mfloaGjAvn37wDAMvF4vhoeHMTExseGM03g8Xoti/oJ4PA6O40qWQt3W1oYjR45gbm6Ob4gZDodhNBrR19dXVM+SGoVROWdzFZBMJvGDH/wATz31FEZHR1FfX48HHngAX/3qV2E0Gkv+ekRYa7MyV9FoNFhYWOD/P4nqeL1eLC8v87MWi2mdLTcyZ2WWU6ATiQQvl/F4HI2NjRgYGIDJZBJswUQkUyqCLQYURWFlZQWvvPJKxcplJnKIElba7y+XbJJoTyX+znJBJFOI+4darebnCw4NDcHn8+HMmTNoamoCTdOCXjsLgWTIVOK9s76+Hnv27OFlMxQK4cSJE+tG72uS+S7ZMzJLRUtLCw4ePIjFxUWwLIuRkRF0dnZuGGGusTkq72zOYmFhAY899hh++MMfYnJyEhaLBffddx8eeeSRohbJZ86cwde+9jWcO3eOT3vYs2cPvvzlL+PQoUMCvoPVE+173/se/vzP/xx+vx8tLS3Q6XR48skncf/99wv2urVI5lpIJDO7qcxmxmHIFXLOJBKJskgmkUufz4dEIoGmpibs3r1blN148t1W2m77epDI5fz8PNLpdMXLZY3ys55sAsDY2BhMJhM6OjrKfITCI0QkMxu1Wg2apmGz2fgSg7Nnz6KxsRE0TQuSBVIIpOFNpWX/ZELWCjRNrxk7k9mcKR6Pb6mXRiWRa0ZmqWhsbMT+/ftl3YxR6lT0SmlhYQHHjh3D7OwsnnvuOezfvx8vvfQS7rvvPpw8eRI//vGPC7qYP//887j77ruxc+dO/Mu//At27dqFQCCABx98EEeOHMH3v/993HvvvSU//uXlZTz99NP4i7/4C0QiEXR3d+Ov//qvsX//fhw7dgzz8/Mlf81MapK5FpVKhXQ6jZdffhmxWKwqZwBmRjLFJJFI8KleiUQCzc3NoGla1FSvapDM7LRYhUIBtVqN97///RX/G5dL459Ki2RmQ2TTYrHg1VdfRSwWwxtvvIH29nZ+9EmlIoZkEtRqNZxO5xrZPHfuHDweD2iaRnd3t6i/s0qOZGaTOXaGNKMZHBxEc3MzYrFYLW3zFwgVycxm27ZtFX9dLRcVfTZ/5StfweXLl/HCCy/g5ptvBgDcddddePzxx/Hwww/j29/+Nh544IG8z/Poo48inU7jmWeewYEDBwAA/f39eO6552AwGPDwww/jnnvuKfkP9A//8A/xl3/5l7Db7Xjqqadw3333QaPRYHJyEgAwOjpa0tfLRqVSQalUVn26LImehcNhAKsLgFJ1LJUbmZFMMYjH47xcJpPJsjatyJTMSiNXzeXY2Bjm5+er7ndeo/yQa43NZoNCocDQ0BDeeOMNdHR08CmGlYaYkklQqVRwOBywWq28bJ4/f36NbIpx/ldDJDObzE7AgUAAgUAA6XQaU1NTGBkZKXsKc7kROpIJrG7ayWFzUa5UrGQuLi7i6aefhtFoxB133LHm3z7xiU/gC1/4Ap588smCJDMUCgEAduzYsebvnZ2d6OjowPj4OCYnJ9HV1VW6NwDgoYcewr59+/Cxj31sze5eW1sbtFotxsbGSvp62VAUxc/KrEaI4AQCASQSCWi1WqRSKRw8eLCgVuSViFiRzHg8zrffTyaTkmi/T957JUnmenKZmfo9OTlZNTfgUkYyySidQCDAN14p1ZzCatlxJ9+FRqMBwzCw2+181KdSZZNcV8tRdkFkk0Q2vV4vLly4AJZl4XQ6Bc/YqaZIZjbkGmE2m/Hqq68inU7j7NmzaGho4FOYq3GjT6xIJrB6/a+G66rYVOzZ/OqrryIajeLw4cM3/HDa29tB0zQ/pJWm6Q2fa+/evTh16hTeeecdHDx4kP/7xMQEpqenoVarBSkYtlgsuOeee274u1KphMFgEFwygdUdpGqLZMZiMX4xQ6JnNE0jlUrh/PnzokXxpIjQkUzy2QcCAaRSKUkNEq+kSGa2XOp0unXrinPNyayxPqlUih/xEo1GUV9fj6WlJQwODqK1tRUulwt6vb7sv2U5QH53ZHGt0+nQ399f0bJZjkhmNkqlEna7HVarle89cPHiRX6tJJRsVmMkMxvym6dpGgqFYk1UWQzRlxqxWAxKpVLQjYdq2UQtFxUrmZcuXQIAWK3Wdf/darXC4/Hg0qVLeSXzW9/6Fj7ykY/gt3/7t/HUU09hYGCAr8nkOA6f+cxnRL8wEskUeldbq9VicXFRsOeXEtFolF+8EMGhaZqPnpE05Y1mZVY6QkUyY7EY3+wjlUqhra0NDMNIakFeCZJZqFwSsudkVjJbiWRmzw+tr6/Hvn37YDabkUql4Pf74ff7cerUKbS1tfG1hZv9bUvlnBAS8rvLfq+Zskmap1SKbEpBMglKpRJ9fX3o7e3lu6hfvHiRT6MtdROwao5kEsjaoq6uDj09PbDZbGtEn8hmNTQZBFbXZFqtVtDrHbnmV8M1tRxU7Nk8Pj4OADkLqEm648TERN7n2rNnD95880187nOfw+HDh/m/WywW/PEf/zG+9KUvleCIC4eiKBiNRrjdblEkM5FIIJVKVexFbWVlhV+spNNpPtKdLTikrXg1S2apI5nRaJT/7FOp1Lot3aWCnCWzWLkkVJNkbobsz3W9ZmAKhQIulwt9fX3w+XwIBAL8PMjNNLKplp337EhmNqR5CulGWwmyKSXJJCiVSthsNlgsFv63/tZbb/FptKUSnlok893PgKw1MkU/HA7D6/Xi7bffBsuycDgcFT0uDVjdfBYjVRaoSaZQVOyvc2VlBUDuCxY5iZeXl/M+12uvvYZf//Vfh8lkwsmTJzEwMACfz4dvfOMbWFpa4juNionRaMT8/DwWFxfR3Nws2OuQgutyvEehWV5e5gckp9Np6PV60DSdc3FSk8zSRTKj0Sg/LyyVSsliYShHyUyn04hEImBZFtevXy9YLglkgV8NdYDFvD/yuXo8noLnh2o0GuzYsYOPwGWme7pcrnUHs5fiWOVKPskkbCSbxX6u5UaKkklQKpWwWq1rZJMIj9PpRG9v75aOuxbJfHdtkT0nM/OzJ9fzy5cvw+v1wm63w2azVeTnFo1GBV8TVMumXbmovF/lL6irqwOQO+JCTuZ84jQ/P4+PfexjWFxcxPnz52EymQCsRjeffPJJ2O12/Nd//RdOnjwp6o2BHMfo6Kigkpk5xqRSJHNpaQlerxfhcBgcx6Grqws0Teetq61J5tYjmSsrK7xcptNpWcglQU6SuVW5JBCZSafTklz4lpp8Cw6O43i53OznmjkP0uv1YmhoCCdOnIBer4fL5cp7HaqWRRF5n4WmZGbLJvlc5SSbUpZMgkKhQG9vL3p6evhrzKVLl3jZtFqtmzr+WiQzt2QSFAoFLBYLuru7MTo6CpZlceXKFV42+/r6KubzS6VSfMNFIamlywpLxUqmwWAAAMzOzq7773NzcwCQtyPsiy++iMnJSdx+++282BGamppw55134nvf+x5+8IMfrNukRygyJXP79u2CvQ45wSuh+c/i4iJYlkUkEgGwGg2mabrgTrFKpRIKhaKqJVOhUICiqKIjmSsrK2BZdk3UmGEYWSz8CHKQzFLJJYEs8KtBMjdaZHAch5GREXg8HiwtLUGr1WJgYGBL0RutVstLkdfrRTAYxOuvv47Ozk64XK4NZ+VVw4IoV01mPuQsm3KQTEKm8GRH18hIlGKia8lkEgqFoqoa22STTzIJCoUC3d3dMJvNGBsbg8fjgdvths/nQ19fH+x2e97nkDrksxByfEkm1XBNLQcVK5kDAwMAgKGhoXX/PRgMrnlcLsjjjEbjuv9O/n7x4kVRJZO8rtCzMjPTZeXK/Pw8WJblPyuz2QyaptHU1FTU81AUBY1GU9WSSVEU1Gp1wZFMkpIcCoXAcRw6OzvBMIwg3ZiFhiz8hB7fshnWk8utShCwNl22Gsh+nxzHYWxsDG63G4uLi7wYbjZasx7kuyKyGQqFcPz4cRgMBjAMc8MmWLV8F4Wmy+ZCjrJJJFNOqY9ENjMjm++88w58Pl9RqZzJZLJionCbJR6Pg6Kogr9/iqJgMplgNBoxPj4OlmXBsiz8fj9sNhscDodoNY2lhgQ2xIpk1hAG+VzJiuTWW2+FVqvF6dOnb6gnunbtGliWhd1uz9tZltyIco0LIeIi9sWRRDKFHmOSmS4rN2ZnZ8GyLMbHx0FRFLq7u0HTNBobGzf9nNUumcDqAiifaC0vL/ORS5KSzDDMhtEZqSPFSKZQcknIjGRWOpn3CI7jMD4+DrfbjYWFBWg0GvT39xcdnSkGMqPU6XSCZVmEQiGMj4/DaDSCYZg1ZRHVsOu+Vckk5JJNKWZTyCmSmQ1FUejp6UF3dzdGRkb4VE6fz8dHNjdaJyUSCVnJtRDE43FoNJqiz2/SDNJgMGBychIsy/K/davVCofDIVpEsFSINSOzli4rLBV7Rjc2NuJTn/oUvvWtb+HFF1/EnXfeyf/bd7/7XXAch89//vP83xYWFnDPPfegvb0d//AP/8Bf5D/wgQ9ArVbjxIkTGBsbWxPRXFxcxIsvvggAeN/73ifSO1vFbDYDED6SKcd02ZmZGXg8HkxOToKiKFgsFtA0jfr6+i0/t0aj4ZtKVSsbRTKvX78OlmX5etdc0Rg5IiXJFFouCZk1mdVAOp3m5XJ+fh5qtRo7duwQtbEGaSJEZHN4eBhjY2MwmUx5N0UriWJrMvORKZskPVlqsplKpWQ/FJ5s6JrNZoyOjsLj8fB1gw6HAzabbV3ZrEUy35XMzUJRFLq6utDZ2Ynp6Wk+qjk0NASLxQKn0ymb3hpkzSmkHNeimMJTsZIJAH/6p3+Kn//85/j0pz+N5557Dvv378dLL72Exx9/HLfffjs++9nP8o/92c9+hhdeeAEA8OCDD+LAgQMAVseU/Mmf/AkeeeQRfPSjH8U3v/lN7Ny5Ez6fD7//+7+P6elp3Hvvvbj11ltFfW8tLS2oq6sTPJKpVCqhVqslH8nkOA7Xrl2Dx+PB9PQ0FAoFrFZryS+qarUa8/PzJXs+OaJSqW7YdFhaWuLrXTmOWzf6InekIJliySWhWiKZHMchnU5jbm4Ob775JtRqNT92pFwLXzIOxel0wuPxIBwO85uKpRohJGU2W5OZD3LOOJ1OyclmMpmEUqmUtWQSKIqC2WyGyWTi6wavXr3Kp9Fmn1uJREI2AiQU8Xi8JFJFURT0ej30ej2fuRcMBhEKhXjZLMWmu5CIFckEIPuNHSlT0ZLZ3NyMkydP4rHHHsNv/MZvYHJyEhaLBV/84hfxyCOPrNmZPnr0KPr6+tDe3o7+/v41z/PFL34RAwMD+MY3voEPfehDmJubQ0NDA3bt2oVnnnkGn/zkJ8V+a1AqlTAYDIJLJrB6kks1kslxHKampuDxeDAzM8PPlXI4HHyH4VKi0WiQSCSQTqc3tcPum1zExEIMjToV+k3NUCrkd2FTq9VYWloCcGMzJZPJBKfTCWi2AaAqavRFMZIZTaTw4uUxnPRdQzyVhl3fgF870A1j8+Z+k+l0mm88I4ZcEqQgmRzH4TV2Cs8ODuOtyGrDtgFzM37ziAXvZTq39Psi1w+3241YLAaKosoul9nU19dj3759oGkaHo8HkUgEo6OjOHfuHBiGQUNDw5ZfI51e/Yz/6c0Qro4tQqEADva24Tdv6sU+S3lS3EuVLpuLjWSzkC6/GxFPpvGzK+M4G5xFKs1hu7EJH91jQoN24yVXJc6jzqwbDEZG8a8nruLFVzyoO+7DnXssOLqbgUajqYhIZjrNgQM2fV+Px+NbKudZj/b2dtx00018+VAoFMLw8DC6u7vhdDpL/nr8cpihAAAgAElEQVSlQoyazFokU3gqWjKBVdH8+te/jq9//esbPs5kMsHv9+f89zvuuAN33HFHqQ9vSxDJFHohr9PpCponKiYcx2FiYgIejwdzc3NQKpVwOByw2+2CpleQVJZiW2u/fGUC33jVi7cj70ZBzS11+NTNNnziqBUKGcmmSqVCPB7H2bNnMTIyAmA1fbvbasf/vjyD3/v2eURmV1OKbR31+M0jvbj3sAU6tbwXT6TzYT7JPOmfxkP/cgHTS2trd/+f//Ti/lv68MUPMAV/39lyWYqupsVQ7sY/yVQaX/x/38aPLoys+fur7km86p7Eh3YZ8fVf3wO1sngRIXI5MzMDlUoFtVqNxsZGMAxTqsMvKQ0NDdi7dy8ikQjq6+sRiUQQiUTQ09MDhmE2HZmIJVN48J8v4GdXJtb8PTwzgh9dGMH977Hhy3duF32zSGjJJGQ2XiJzNl9//fVNy+Zr7BQefv4tTC2uzf75Xz+5gq9+aAd+45Al539biZIJrF4/njkxhG+86sP8SgLA6nt83h/Crp8P40vv70U8HpdlTWYqzeHf3xrB90+FcDE8hzQHuAyNuPdILz52oBtaVWHfJ8dxgo7saG1txeHDh/lGiOFwGOFweNONEIUmFotBrVYLej7U6jGFR35ndA0A7xZ6X7p0SXDJ1Gq1mJ2dlURUinR7ZFkW8/PzUKlUoGlatJbdmbMyC70ZfH8whEf/7fINfx+ZW8H//I8ruDq2gK/96q6yf7aFsLCwgJmZGX6kA2mmlFbqcO8zg7g8srDm8UPT1/HH/3EFL10ew3c/eQj1eXbypY5SqdxQMt8Kz+GT3zmDWPLGyF+K4/B3r/lBUcAjH3Rt+DrllktCuWsy/+pl9gbBzOSFt8dgaNLh0Q/vKPg5p6en4Xa7ce3aNSiVSjidTjgcDhw/flwW5yAAdHZ2wmq18mm0mbJZbMrh4//+zg2CmclTrw/B0Ly6ISYmpa7JzEddXd2WZXMwcA2f+u4ZJNM3bspcj6XwpR9dgpKi8LGDPev+95UqmU/+pxd//Yr3hr9zoPDWNeDz/x7E53auZsbEYjHZdESNJ9P4v/75PF7OOn/c44t49N8u498ujOC7nzyIRl3+CC1pKCh0NLe5uRkHDx7EwsICvF4vIpEIRkZGih7pJjRi/g7kct2XI/Je8VU5RqMRS0tLmJ+fF7Rrp06nQyqVKms6C5EalmWxuLhYtpqpTMkshKHp63js/7tRMDN5/lwE76H1+Ohu04aPKyfZY2AA4Oabb+brl37n2XM3CGYmZ4Kz+J8/voI//9Vdgh+rkOSTzL/4qWddwczk748H8ImjVnQ13Rhx5zgOkUhkjVyWemRGMZQzXXYxmsA/ngzmfdyzgyE8eKsDLds23mS6du0a3G43pqen+cwHubX4z4woNzU14eDBg5ifn4fH48Hw8DDC4TDf6KwQ2Ryfj+Jfz0byPu7vXvPj40d6oVGJN8NQrEhmNpuVTY7j8Mf/cWVdwczkf/3kKj66x7RuZkclSubQ9PV1BTOT8RUKr44q8GHVHF5++WXZjN944meeGwQzk3OhWXzpR5fwzXv25X2uQmdkloqmpibs378fDMPwJS9jY2Po6uoCTdNlHzMWjUYFr9GtpcsKT00yZQwZYzI6OiqoZGaOMRFbMrMbnWg0GuzYsSNvO3ShKFYynx0MIc+aAwDwvZNBSUrm3NwcWJbF2NgY36Jeo9HA7/fzacnhmWW8dHk873P96EIEX/ggg44GaS8cNmIjyQzPLOOEbzrvc6TSHJ4/G8bv3urk/yY1uSSUUzJfuTqJ6/H89a+xZBo/fWccv35w/TTEmZkZuN1uTE1NQaFQwG63r9vSn6Koki46EokEkskkNBoNFApFSXfLM5+rubkZhw4dwtzcHDweD19z1dvbC5qmN6xN/4+3R5Eq4AI1tRjDG/5pvJfpLMnxF4JQjX8KJZds5pr1e3lkAe+M5t5oI8yvJPCTS2P47/u6b/i3VColmmSIxT+/GSrocacmKXzmmAXR5euyGL+xGE3gnwbzv7cX3h7DIx9cRk/bxsJEmnmJ/f03NDRg3759YBgGXq8Xw8PDmJiYKGsjLI7jEIvFBB95VkuXFZ6aZMoYMk5ldHT0hmZFpSRTMkvRZKIQUqkUwuEwvF4vlpeX+UV3b29vWes2ipXMNwqQDgA4G5pFNJGSTN0iWbCSGaOZY2CGhoYAvHtTfPnKBApZmidSHH7umcKv7r9xcSUXlEplzhmhgenrBT8PeaxU5ZJQzprM6aXCO1pn178Cq3NyPR4PJiYmoFAo0NfXB6fTKfiCNZFIIBqNIplM8osXhUIBpVK55c6hG30PLS0tOHz4MP++g8EghoeH+S7b673v7LrBjSjmsaWgXJHMbDJl0+v1IhQKYXJy8gbZZCcWC35OdmJp3b9XYiQzsw/BRiwlKMRV9Th2bA+mp6fh8Xjg9/sRDAbR29sryrlbDMfZ6YI2wTgAL10ex/239G34OLEjmdnU19djz549vGyGQiGcOHEC7e3toGkaer1eNBlLJpNIpVKifd81yRSOmmTKmMxIppCQE12MDrOpVAqhUAherxfRaJQfUG6xWCRx8y1WMuN5UicziSXTZZfMzIU5RVH8zT2zqQiRfCJbS7H1pWs9FqPyHr2wkWRqimg+o1EqEA6HwbIslpaWJCeXhHLWZOZLf1372HezGjI3SBQKBWw2G5xOZ95u01uNZGbKJXk+lUrFS1IqleIlYquyudF/29raiiNHjvDzggOBAILBIJ+CmLlwa6orPBukuYjHlgKxazLzQe5FpBtttmyqlIV/n+ocj61EySwGlUq1ZvwGkU3yGyb3IyE6xxfLagOj0j223JJJIL9zmqb5CP6pU6fQ2toKhmHQ2bm1jt6FINb4klq6rPDUJFPGiCWZmZFMoUgmkwgGg/D5fIjFYvyMuJ6eHsksMoDiJdPWUV9QhKujQYvGMjbFIQvSycnJvDNGSZoyiWQa1qktzEUxj5UiSqUy53mwq7sZDVpVQdLdHB3H+fNDkpVLQjnTZd/n6oRWpchb46pSUrhtRxcWFhbgdrv51G4h5uSuB5HLVCrFN0dTq9XQ6XT8d5pOp5FKpfj/3axsFrMoamtrw0033cTXopKoUGa92wd3GvAXP/Xkfa4GrQrvcXYU/NqloNzpsrnIJZuKhnYoKBRUHnHYtn4KYiVK5u6eFrw5NJP3cQ1qDuaWtfLY0dGBjo4Ofgb20NAQQqGQJGSzo6FwGSzksVKRTIJOp8POnTvhdDrh9/sxNDSEwcFBNDc3g2EYGAwGwc5NsSVTateYSqImmTLGbDYDgOCzMoWMZCYSCQwNDcHv9yMej6OhoQH9/f0wm82SkksCEaxCJfPuQxa84p7M/7iDPWUZY0Ju3qRerZCoT3Yk8wM7DXjs39/BSmLj1KHWbWq81yVeTZcQbFSTWa9V4dcOdOM7bwQ3fI5mNYeB1hS2M9KVS0I5JbO1XoO7D/bgH09tXPf0kZ2dCLkvYXR0lE/t3kyX1WIjmclkEisrKzfIZV1d3Q3fKRl/UyrZLOax7e3tOHbsGN9Vl9S7kXnC79/ehf+8mrt5CQB8/KZebNOIu1yQSrpsLtaTzf4W4NLsxsfbp6/HUfuNkplOp5FOpyV9PdgM9xyy4KnjgbwlFUc7OdTp1peK9vZ2HD16lN8MJbJpsVhE2Uhaj1toPVrq1JjLE6VUKSncucuY9/mkJpkErVaLHTt2wOFwIBAIIBAI4PTp02hqagJN0zCZTCWXNLLWFDJdthbFFIeaZMqY5uZm1NfXCy6ZGo0GFEWVNJIZj8f5C1YikUBjYyN27dolyAWrlFAUBY1GU7Bk3urqxFF7O076r+V8jLmlDp88Zi3RERYGSUOanp7m69UcDkdBO8PZkczmOjU+dbMN3/wv34b/3e/8sr3s6cBbJV932T+4ncH50CzeylGHpFEAj3+gFx88sl0WM+HKPSfzyx/ajuGZZfyXZ2rdf9/VqcFR7QhGR7HleZGFkkwm+bTYfHKZzVZlcyvfQ0dHxxrZ9Hq9GBoawqd392J8vhGXR9evKfxAfxd+/zZ606+7WaQumYRM2azXX8Uf/GQUs/H1v8NtGiWe/NiedTcUyXWl0iTT2lGPz73fia//Z+4Os7ZWLW41Xc97TSTR+cy6YyKbhXZULhU6tRL339KXNxPg7oM96GzML0tijTDZLBqNBi6XC3a7nQ8MnD17Fg0NDaBpuqSBAbEimcDqmk7Ka065I/1VTo2cKBQKGAwGjI2NCTrDkohVKSQzFovxqRfJZBLNzc2gaRpGo1E2J7pareYFKx9KBYW/v+8APv/cxXWjBUxXI/7+vv1oF6HjKsdxvFySGYG5Om1uRHYkEwB+7zYaM8tx/PObw+v+N5++pQ/3v2fjxgdyIJ9kNmhV+Of7j+CvXmbxg9MhLMV/kfIH4FBPPb78kV3YbSlva/hiKPecTK1KiafuO4Afvz2KZweH8VZ4DhzHoa9VjYOtURzoWEavpRsMw2y5KVm+SGYqlcLKysoNcqnT6YreMCh1ZLNQSL1bR0cHpqamVtOLQ358yqqCp7sdLw9F4Z9aTe/fa2nBx4/04v/YY4ayDFkWcpFMQl1dHW49sg8/stnw6A8v4GR4GWnu3c/tZkcHvnznduwwrT/0vlIlEwA+9z4nmuvU+OtXvJhdfvfeqaCAD/Qb8FsDdRgNegsWLFJ3nN1Ruaenh29QJwa/80t2jM2v4NnB9e97H+jvwh9+uLCmjPF4HGq1WvK/d7VaDZqm0dfXx5c4nT9/Hh6PB06nsyQlTmStWYtkyp+aZMocIplCo9PptpQuG41GeblMpVJobW0FTdPo6uqSjVwSiolkAqvi8fT/eQDvjM7jR+dHMLEQRaNOjTt2GnCzo0PwNFmO4zA1NQWWZXm5dDgcsNvtm7qIZ0cygVWZ/tO7BvBr+7vx7OAwLo/Mg6JWF6r3Hu7FTnNzyd5POVEqleA4Dul0et0bKcdxmJ0ax9G6Mbj2xDER18BgMuPQDhssHY1lOOKtUc50WYJKqcBde7txO90Kt9uNSGQEQBJmsxkMw6CxUdjPtZRymQ0ZbcJxHP/8RDqVSuUNo09KVUNEURQ6Ozuh1+sxOTkJt9uN7XMT2LVdDcsddtj7bDlTF8VCrvVStq5WPPvArQhNzuFnZz2YmJyEQZfGTisHY13uDapKlkyKovDJYzb8xiELXnVPYmR2BXUaJX6Z0aO7dRsuX16dJV3s+UQ6KpNRW2RWbHd3N2iaFrwbvkJB4U/+2wA+ssuE7w+GcD40izQH9JuacM9hC97LdBZ8f4/H45JLld0IlUoFh8MBm83GN2u8ePEiL5tbadZI1ppCfh5yvb7IjZpkyhiKomA0GnHhwgXBazm0Wi0WFvLPAMtmZWWFr1dJp9NlaYddajQaDZaXl4v+7/pNzeg3iSdbRC49Hg9mZmZKNoB+vUgmYa+lFXstws62KifkvadSqTWSyXEcRkZG4PF4+G6x+3aXf+TOVpGCZC4vL/MLSI7jYDKZwDAMmprWjwiVivXkUqVSoa6urqTfKUnXUqvVa2STjEBZTzZL+dpdXV3o7OzExMTEaoMgrwfDwQAcDgf6+vrK9vtNp9OyTmXr7WzB/XcexsrKCv/7nZiYQFdXFxiGuWEGYCVLJkGnVuLOgRvrE8m9ZLO/tZaWFhw6dAjz8/NgWRbhcHiNbAq9EXW4rx2H+7Y2T5JEMuWGUqlEX18fent7+bFzb7/9NliWhcPh2NQ9MBaLQavVinLuy/X6Ihfku/qpAWB1Vuby8jLm5+dvGA5dSrRaLWKxWMFpucvLy/xg33Q6Db1eD5qm0dEhbodCISCRTCFTlLcCx3GYnJyEx+PB7OwsVCoVnE4n7HZ7SWocyMy/XKM8KhmyAEylUrwUZMtlf38/rFarrOWSUM6aTLI4D4VC4DgORqMRDMOguVmYjRqKovi01Wg0ikQiwb9vlUoFnU4n6CKwENkUquMqRVEwGAzo6urC+Pg43G43rl69Cr/fD6fTWZbfc65sAblRV1eH3bt3g6bpDWWzGiQzF4lEgh9fshWam5tx8OBBLCwsgGVZRCIRRCIR0bIetkI8HkdLS0u5D2PTKJVKWK1WWCwWRCIRsCyLy5cvw+v1wm63w2q1Fnz9jEajgs/IrKXLioP8V0FVDhljMjIyIqhk6nQ6cByHeDy+oagsLS3B6/UiHA6D4zh0dXWBpmlBj01sNBoNv/iT0s4jx3GYmJiAx+PB3NwcVCoVaJqG3W4vedqJSqUquC61kiALwGQyycvl4uJixckloRyRzOzsB4PBAIZhRFmApdNpLC4uiiqX2WTKJpFecr0RemOHZMeQMgy324133nkHPp+Pl02xJIjjuIqQTEK2bIZCoTWyWc2SmUwmS3rdbGpqwoEDB0DTNLxeLyKRCEZGRmA2m0HTtOBZEMXCcRwSiYSk1hObRaFQwGKxoKenByMjI2BZFleuXOFls6+vL+/7jMVign9HtXRZcaic1VCVkjkrc2BgQLDXyZyVuZ5kLiws8BdzYDXCStO0rHfmcpE5K1MKNwWO4zA+Pg6Px4P5+Xmo1WowDIO+vj7BahpUKlVVRjLJovfUqVNYXl6uWLkkiNn4JxqNwuv1IhgMIp1O50wrLDXpdJofRRKNRjE9PY3Ozk7U1dWV9fzOTJVNp9OIx+MIh8P8MZOUbaHSaE0mE4xGI0ZHR+F2u/moBE3T6O3tFVyGKiWSmQ2RzczRJxMTE/y9sholUyjBampqwv79+3mxJ7JpMplA07RgWRHFkkwmkU6nZVWTmQ+KotDd3Q2z2YyxsTF4PB5+hFJfX1/OzW+O43KuM4U6zhrCUXmroirDaFytbxgdHRX0dTJnZWbuMJEaCPL6Ut0pLCWZkilWF7v14DiOv3gvLCxArVbD5XIVtFO4VYrpsFsJcByH0dFR+HyrY1oSiURFyyVBjEhmLBbj5TKVSkGv18Plcgme/ZBOpxGNRvnUd5PJBL/fj3feeQcjIyNwuVzo7Ows+yIknU4jFAqBZVnEYjHU19ejq6tLtJpNs9kMk8mESCQCj8eDS5cu8bK5leYe+SA1mZXKtm3bbpBNAPD5fKirqxN8c0VKlDqSmU1jYyP2798PhmF42RwdHZXMZji5l1aSZBIyN6xIphXLsvD7/bDZbDf0iCDX41q6bGVQuaujKiEzkikkmZFMAJidnQXLshgfH+d3rMQosJcCmZJZDojwsCzLy+X27dths9lEi7yoVKpNNT+SG+SzJmmxZCG0b98+GAyGMh+d8AhZkxmLxeDz+fiO0x0dHXC5XGhv31oDjXxkyyUAfpyP3W6H3++H3+/H4OAg2tra4HK5oNfrBT2mXMc5PDwMlmWxsrKC+vp69Pf3w2w2811oxWwQ1NPTA7PZzMvm22+/vUY2Sx11rNRIZjZENhsaGnD58mXMzc3h+PHjokXypUAikShoRvNWaWhowL59+3jZDIfDGBsbEzUlfz3IWqISJZOQWfdNGhKS639vby8/p1usGZm1dFlxqEmmzCGSKfQYE3LCz8zMIBKJYHJyEhRFobe3d3UIdRkjemJTLskkTWZYlsXi4iI0Gg127NhRVEF9qaj0SGa2XGo0GvT390On0+HcuXPlPjzRECJdNh6Pw+fzIRAIIJVKob29HS6XS/CmYOl0GrFYjG9gBqzKpU6nW7O4I9kA5BhPnjwpmgCT4yQit7y8jLq6OuzZs+eG+XOZczbFkk1Sb9Xd3Y1wOAyWZfHWW2/xslmKGXmESqvJzAeJCB86dAgTExN8Gm25BUgMhI5kZlNfX4+9e/fyNZvDw8MYHx8vm9hXg2QSMscnTU9Pg2VZBAIBBINBWCwWPoOlNiOzMqhJpsxpbm5GY2OjoJLJcRyuX18d0B0MBqFQKGC1WuF0OrFt2zbBXleqiC2ZHMfx3dqk0sGU1GRKtcPuZskll+SznpycBPBuJ8hKp5TpsvF4HH6/H4FAAMlkko8SdnR0CPobyiWXWq025/BzsoFjt9vh9XoxNDSEEydOoLOzEy6XS5BFKNlEcrvduH79OnQ6HXbt2oXe3t51jzG7ZjNbNkm3TqFks7e3Fz09PXy09eLFi7xsdnd3b1kQqyWSSSDXlPr6+hvSaMfHxytWNsvZRK++vh579uzhZZOIfWdnJxiGEa1hYTVJJoGiKOj1euj1ely7dg0syyIYDPJp42L0AZDziCS5UJNMmUNSEMbGxkq+4M+eswisppscPXpUlNQWqUJuhkJH8khEg2VZXL9+HVqtFjt3SmP2IhmzkEqlyn4spWA9udyxYwdsNtua95c5wqQaKEUkM5FIIBAIwOfzIZlMorW1lU9BlZpcZkPOOYfDwXcEPX78OAwGA1wuV0kah5DaarfbzXcq3rlzZ8GdXHPJZiKREEU2rVbrGtm8cOECWJaFy+WC2Wze9OtWek1mNqSRGvnO16vZrETZ3OqMzFJAPutM2ZycnIRerwfDMIJnMFSjZGbS3t6Om266CbOzs7hw4QIWFxdx4cIFTE5OClKGVYtkiof8V4dVDmk5Pzw8XLLnzB6FoVQq4XA4MDIyAp1OV9WCCQgfyUyn0/xQYxLRKGbRKQZkQSB2mlOpyV7g55JLQjVKJpGXYkkkEhgaGoLP50MikUBLS4sozXRIJ9ZoNMovJhQKBT+KZDPRMRJVdDqd8Hg8fHqdyWQCwzCbanRGrrNutxvz8/N5f3v52Eg2yWxboSKDSqUSNpsNFouFb1J07tw5eDweuFwumEymor/zdDot62tLseQaYZIpm2TOZiXJJpFMKXRqr6ur489zn8+HYDCIEydOoKOjAwzDCJbSX+2SSWhtbUVnZycWFxfR1dW1Zs5pKRtK1uoxxaN6ruAVjMFgwOnTp7ccVcruVpo9Z/HatWt8UXY1o1QqoVQqSy6ZRC5ZlsXy8jJ0Oh0GBgZEGRdQLJnRXKG7wAlBsXJJqDbJBFZvxMXs/CaTSV4u4/E4mpub4XK50NXVJYpcxmIxXooVCgW0Wi00Gk1JBIvURxLZDIfDGB0dRXd3NxiGQUNDQ97nIBkibrcbs7OzJe8KnSmbqVQKqVQK6XSaTz8VWjb7+vrQ29uLYDAIr9eLs2fPorGxES6XC0ajseDfQLWmy+a61m/bto1P7awk2SQZQVLaUKirq8PAwMAa2XzjjTfQ3t7Oy2Ypr2U1yXyXWCwGhUKBQ4cOYXFxcc2c01L/1muSKTzSOatrbBqj0YhoNIq5ublN7bRlN5TJtejRarV8bWa1o9FoSiaZ2V0kyW6qkOMBtkpmJFNOZG+kFBs9Io+pJsksNJKZTCZ5sYjH42hqasLu3buLEovNIIZcZlNfX499+/bxskkWQT09PWAYJmet+vT0NNxuN65du8Zv4jkcDkGiOCRVVqlUlkU27XY7ent7+Q2HM2fOoKmpCS6XCwaDIe9votLqvfORTzIJlSabUopkZkOyiBwOBy+bJ0+eRHt7O2iaLlnKfzwe5zevq51oNAqdTgeKovg5pwzDwOv1IhwO8w2aaJredM1sLV1WPGqSWQGQDrMjIyNFSeZ6NX8bdSvV6XSIx+NVt8O8HqWQzFQqheHhYXi9Xl4ud+/eLcg4gFIjVl1qqdiqXBKqMZKZTzJTqRQvl7FYDI2NjRUrl9k0NjbiwIEDoGkabrcbw8PDCIfD6O3tBU3TfGnBzMwMrl69iunpab78wOl0ihK5KKdsqlQqOJ1O2Gw2vi739OnTBUW3q+0+k0qliuoKXCmyKcVIZjZENklkc2hoCKdOnUJbWxsYhtmybMbjcUlKdjmIxWI3jC9paGjA3r17edkkDZr0ej1omi46uFJLlxUP6Z7VNQomc1bm7t278z4+lUrxNX/Ly8sFN5TJnJVZq8vUYGlpaVP/bSqVQigUgtfrRTQa5RcLpWz/LzRyiWSWSi4J1SqZ6+38Zv+OGxoasHPnzi01eykEKchlNk1NTTh06BDm5ubg8XgQDAYxPDwMo9GIWCyG6elpKBQK2O12OByOsqSYl1s2aZrmZdPv9+PNN9/csE63GiVzM5GsjWSzVM2phETKkcxsSGd3h8PBd8o+deoUWltbwTDMpuvN4/G44HMh5UIsFss5Em+9Bk0kjXkzkeWaZApPTTIrgEzJ3IjsRWGxaZlkYUT+22pmM5HM7IgPmdVVinb/YiP1SGap5ZJAvqdqk8zMSGY6neabu0SjUT51tLu7W3C5TCQSiEaj/PFQFMXPuZTCOdTS0oLDhw8jHA7j8uXLGBkZAbA6amrv3r2SWPCXUzbVajUYhkFfXx/8fj/8fj8GBwfX7Thck8ziILJJutHKRTblEMnMhmR9Zcrm4OAgWlpawDBM0fXniUSiKsfBZUM2EPNtwpG1K03TfBozkX2apvN+/rV0WfGQz1ldIydGoxFAbskktVI+nw+xWGzTkbPMSGa1o9Fo+AVavoVB9udfX1+P/v5+mM1m2S6ipBrJXE8ut2/fDpvNVtKmKtUkmRRF8RISDofh8XiwsrKCbdu2ibJJQuQyFovxnztFUdBqtdBqtZI6hxYXF+F2uzE6OgqKotDV1YVYLIa5uTm8/vrrsNvtfCO1clNu2SR1/0Q2SfohkU2O4yT13QrNViWTQGY/ykU25RTJzIbcX+x2+5oIfXNzMxiGKaj2GFhdU8klvVlIyNqy0KhuZhqz3+/H0NAQ//nTNJ2zZKOWLiseNcmsAEgkc2xsbM3fyQgBv9+PeDyOhoaGLclNTTLfJXOMSa6oLumy6ff7EYvFREsnFAOpRTKz5VKtVpdULjNRKpWSk2shoSgKKysreOWVV7C8vMx3WBU6vTudTiOZTCIajUpeLpeWlvgGQADWdJvlOA7T09O4evUqWJZFIBCAw+EoWTfZrZJPNsmcTSEgi3Qim4FAACdPnkRHRwdSqZTsr5PFUOqZw5myybIs3zTFaDSCYRjJyKYcI1HYIpsAACAASURBVJnZaDQauFyuNbJ5+vRpNDU1gWGYDevTybghKWw8lZtoNAoARZcTZEaWA4EAAoEAzpw5g8bGRjAMs2aEUi2KKS7yPatr8DQ2NqK5uZmXzImJCfz0pz9FR0cHEokEGhsbsWvXrk3NKsskM1222iGLw/UkM1vuGxsbMTAwsOXPX0pIJZIpplwSqiWSyXEcIpEIrl+/jnQ6LWpjKjLnMlMuNRoNdDqdpORyeXmZH2XCcRzMZjMYhlkzPJyiKOj1enR0dGBychJXr16F2+2G3+/nm+JIYYGdSzbj8bjgskkWiXa7nW+sAgBTU1OYmZnZdBdJOZFKpQS5ZpGyDFKzGQ6HMTY2JhnZlHMkM5vMdPDsrso0Ta+7BqiNL3mXYiOZ2WTKPlmDnT17Fg0NDaBpes0GP0VRFbMekzLlv7PV2DIURcFgMGBychKf+cxn8Oyzz4KiKPzrv/4rDh06VHDKRj5qkcx3yYxkErKHz4s1wqEckEVxuSKZHMdhfHwcHo8H8/PzosglodIlk4w08ng8WFpa4qOH73vf+wRvsZ9IJLCysiJ5uVxZWQHLsgiFQuA4rqBURJI+29nZifHxcbjdbly5coWXTavVKokRBpmymUwm+ahm5pgFIWWzv78fNpsNL7/8MmKxGF5//XV0dnaCYZiKls1UKiVoQyipymYikQBFUZI6v7eKWq3mG12RUhkyLzZbdmqS+S5blUwC+fz7+vr4z//8+fPweDxwOBzo6uqSxMZeNVD7lCuAiYkJxGIxnDt3DidPnsSOHTvw5S9/GR/84AdLeuFWKpVQqVS1SCbevQgmEgkkEgk+RSaRSOStB6gEyEJU7EhmOeWSUKmSyXEcRkdH4Xa7sbS0xHedHh0dRSwWE1SA5CKX0WgUXq8XwWAQ6XQaXV1dcLlcRdVTURQFo9EIg8HAf96XL1+Gz+eD0+lEb2+vZGRTrVaD4zheNjPr0IWUTbLgJlHzUCiEycnJTX3ecqFUNZn5kJpsJpNJqNXqirxXqtVqPluByM65c+fg8XhA0zS6u7trkpnBZtNlc6FSqeBwOGCz2fiml2+99Rba2tpw5MiRkrxGjY2pWslcWFjAY489hh/+8IeYnJyExWLBfffdh0ceeaToxeq5c+fwxBNP4Pjx45ienkZ7ezu2b9+Ou+66C7/7u78r0DsAIpEIvva1r+Gpp55CNBqFXq/H3/zN3+BXfuVXBFuY6XS6WiQT76b2DA8P48KFC0gmk0UX+8sdtVotWiRTCnJJUCqVW56RKiVIyrHb7cbi4iIfTbJarVCpVJiYmNhwTuZWIN1iyWYFEZu6ujpJyWU8HofX68XQ0BBSqRT0ej1cLteWImsURcFsNsNkMiESicDj8eDSpUvw+XxgGEYyI43Id0IkUwzZJL83tVqN/v5+vq6QzMeTahObrZBMJkXdXJCKbCYSiYqPKhHZsVqtvOyQyFpnZyeAmmQCpYtkZqNUKtHX14fe3l6EQiFBN8hqrKWyz+wcLCws4NixY5idncVzzz2H/fv346WXXsJ9992HkydP4sc//nHBF/tnnnkGDz74IP7oj/4ITz75JJqbmzE4OIiPf/zj+OY3vymIZAaDQfzZn/0ZvvOd7yAej+O2225DS0sLnn/+edxyyy2CLky0Wm3VRzLj8TjC4TCA1SjyZtuWyx0xIplSkktCpUQysz/bXGNeskeYlAK5yGUikYDP50MgEEAymUR7eztcLlfRw783gqIo9PT0wGw28917L168CJZledmUwnVFoVDwvwWhZTNz/ikAvh6YyCbpmGo0GuFyudDU1FSS1y0XHMeJFsnMptyySSKZ1YBKpYLdbofVauXHmZH645mZGej1ekld/8QmGo1CrVYLdh4olUpYLJaKuH/LhaqUzK985Su4fPkyXnjhBdx8880AgLvuuguPP/44Hn74YXz729/GAw88kPd5zp07h09/+tN48skn8dBDD/F/f+9734snnngC3/ve90p+7A899BD+9m//FslkEh/+8Ifx1a9+FYcPH8YTTzyB559/HqOjo+jq6ir56xJ0Oh3m5uYEe34pE4vF+A6I5CJlMBhw6NAhSSwCxUatVgsW0VtPLsnIg3IvSOQumRzHYWJiAm63uyBxpyiqZB35csmlTqeTRIooITsFfr05jqVGoVCgt7cXPT09/BzSCxcuwOv1wuVySaZxmBiySX5v2QvuzFmQmUJkMpnAMIxsZZNIdTnPgVyyKfRnm0gkBK1FlSJKpZKXzTNnzmBiYgIsyyISiYCmaclkMYhNLBYreRQzm9r4EnGpOslcXFzE008/DaPRiDvuuGPNv33iE5/AF77wBTz55JMFSeajjz6KhoYGfPazn73h3+6++27cfffdJTtugk6nw0c/+lF89atfxd69e/m/kzEmo6Oja/5earRaLVKpFJLJZMWnuBBisRjf8TCVSqGtrQ00TWPw/2fvzQMbO+tz/+do976vkiXZ2sfj8eyT8SRkIyQNNEBSckNIUygUegO0geYSKJcbuBRIKYXQktzmR5uE2zRMe5sQmobseyazZxbPWLssWd53y5v28/vDfd/IsmRLto50ZOnzzyTSsXQknfO+7/N+l+fEiW1bS5IKIpEIS0tLGX1NPotLgkgkykuRybIsJiYmYDabMTs7C5FIlNJ3m4lIZjgcpjWXLMvSmt6SkhJeiUtiO+RwOBAMBlFVVQWj0ZjVLAWBQID29nYolUoa7Thz5kxKdgjZhEuxGR/JjIcIolixOTw8DIVCAb1ev6q7bz5AxhM+3Avx3+3g4CCGh4c5E5uFFMmMRygUory8HGNjY+js7ITL5cL58+dpzWY2OnnziUAgkNQSLtPwYQwtBApDJcTw+uuvw+/349ChQ2susrq6Ouj1elitVthsNuj1+qSvMzk5iZdffhnXX399VnPp//qv/zrhzRErMrmE7DL5/X6Ul5dz+l65xu/3w+FwwO12IxKJoK6uDgaDAfX19bTj5naqzUuXTNZk5oO4JJBIJhFLfIeIS6vViunpaYhEIhgMBmg0mpS+262ITOJzGQ6H6fdF0mL5sKAmRCIRKugCgQAqKipy3hmaRDtUKtUqO4RcCN/14EJskutto78rLy/H3r17VwmiwcHBVT6l+QCfRCaBfLckssmV2CyEmsz1CAaDYBgGGo0G7e3t8Hq9sNlsuHDhAmw2G3Q6HZRKJa+uDa7w+/2cN/Uq+mRml4K7s3t7ewEAarU64fNqtZo2YFhPZJ45cwaRSARKpRK/+93v8MMf/hDnzp2DQCDA7t278fWvfx2f/OQnM37+ySbdlpYWANyLTJLWEggE8mYCTxfSQdLj8SASiaC+vp6Ky1gkEklBi0wS0duK2EqUuslXcUkgk300GuX9xD85OQmLxYKpqSkIhULo9XpoNJq0NsY2IzKTiUuZTMarBWU0GqWpqWTjbOfOnassBnKNSCSiFiculwsOhwMnT57MSgpvOmRSbG4UyYynoqIC+/btWyU2h4aG0NbWBr1ej7Kysk1/rmzAR5FJ4FJsEnscPo0J2SYUCtGMKKFQCLVaDaVSScXmxYsXqdjkS+dpLgiHw4hEIsV02W1Gwd3Zo6OjAICampqEz5NdlLGxsXVfx+l0AgBeeeUVPPPMM/jlL3+JD3/4w5iYmMBXv/pV3HrrrfjJT36Cv/iLv8jg2SdHLpcDAEZGRjh9n+3slbm8vEzFZTQaTSouCRKJpKCbIBERuJl0p3wUlwQyyeeqUUcqTE1NwWKxYHJyEkKhEDqdDhqNZlMTOFnop7KZEIlEsLy8nBfikizilpaWUFpaij179kChUPA2PY0Yvbe3t8PpdMLpdOL48eOcNCPaCsnEJtmUEQgEG15H6YpMQmVlJfbv308zkgYGBuD1eqFUKqHX61FaWrrpz8UlfBaZhHixSVKUtyI2SSYM38d8LgkGg2s2/WLrswcHB2Gz2dDb20vFJl88dTNJpu1LElGMYmYf/sz6WWJ5eRlA8kGN3Owb1Zr5fD4AgMfjwRNPPIFbb70VwMokd/ToUSgUCnzzm9/EH/zBH0ClUmXq9JNSWlqK6upqzkUmGQC2k7gixuoDAwOIRqNoaGiAwWBAXV3dun8nkUjodVCIENFAdmJTIZ/FJSFWZPKN6elpWCwWTExMQCgUQqvVQqvVbml3mAiC9SK3icQlqbnkk7hkWZbahSwuLtKupflU+ySRSGAymdDR0UFrxY8dO5YRW5VMQsQk8dkk/5KIzXpic6vRhsrKShw4cABzc3OwWCzweDwYGBiASqWCXq/PWt1XquSDyCRkUmySBmB8GiOyTSKRSRAIBFAqlVAoFFRsXrp0CXa7nVqibJfvjiv7klhix5ViJDM7bI+rMw3I5JKsloykP6a648kwDG6//fZVj1VWVuL3f//38dRTT+GZZ57B1772tS2ccWoQg++RkRFOa8W2UyRzaWmJRi5ZlkVjYyMMBkPKizSJRIJQKJQ3tXmZhkxuqdiYbAdxSSALQa7tW9JhZmYGFosF4+PjEAgE6OjogE6ny8iuMBFfiURmJBKB3++n9wGwcl3IZDJe/a4sy2J4eBgWiwULCwuQSqXo6urK6/Qz4meq0Whgt9vhdrvxzjvvoKmpCUajkfPaplQgizmxWJyW2NxsJDOeqqoqHDp0CLOzs7BYLHC73VRs6nQ63ojNfBRbmRCbxUjmyppzo9IjIjZjI5uXL1+Gw+GgtZz5dO0kgqwps9FpuBDXa7kiv6/KTdDc3AxgZVGWCGLPsZENCEm3ra+vTzhRkeil3W7f9LmmAxGZdru9KDI3YGlpiUYuWZZFU1MTDAZD0hTqZJCJMRQKFaSRcuznTwYRl1arNa2OpnyGT5FMsngeGxujXUkzvXiOTZclRKNRLC8v54W4HB0dhcVigc/ng0QiQWdnJ9rb2/NWXMYjk8nQ1dUFrVYLm80Gj8eDsbExXnlIxopNkj67ntjMlMgkVFdX44orrqCbMf39/fB4PFCr1RnbjNkK+RTJjCeZ2JTL5dDr9etef/korjMJy7LrRjLjIZ66CoUCQ0NDsNls6Ovrg8PhoJFNPo2/6UCy47IRySySPQruzu7q6gIAaoAbj9vtXnVcMkwmE4D1F9hAdndMWlpa8M477yASiXCW+kW6quZjuuzi4iKdBFmWRXNzMwwGw6Z3/MnEkM4ksZ1YL5K5HcUlgQ8ik6QBjo6OgmEYqNVqztIAYyOZ+SQux8fHYbFYMDs7S71AOzo6tu2ClqT+6nQ6WK1W6nMol8thMBh4YesRKyjXE5uZFpmEmpoaHD58mKaVu1yuVWKT66YjychnkUmIFZtWq5U2X1pPbBZ6JJN8/nTXDwzDQKFQQC6XY3h4GFarFX19fTSNNpnnMZ/JdrpskeywPWfbdbjuuusglUpx6tSpNRG/qakp2Gw2aDSadTvLAsChQ4dQUVGB2dlZzM7OrhEqHo8HAGA0GjP/IZLQ3NyMUCiEyclJ2m2WC6RSaV5FMhcWFmhXPJZl0dLSAoPBgKqqqjXHsiyLhUAYIoEAJZL1J/xYkVmIJIpkJhKX6dhl5ANEpORCZPp8PlgsFoyMjIBhGFpjxmVDEzJGLi4uwu/304laKBSipKSEd7/rxMQELBbLpuxatgOkiRERm7GdVg0GAy86rW4kNsm9xdVmaW1tLXp6emiDLKfTCbfbjfb29i3XMG+G7SAyCeXl5di3bx8MBsOGYrPQI5lk7bCRyByf98M7vQypSABDcwXEwpX7gmEYyOVytLa2YmRkBFarFWazmabR5tOmbjYimYSiyMweBXdnV1RU4POf/zweeeQRvPDCC7j55pvpc0888QRYlsW9995LH/P5fLjzzjtRV1eHxx57jE4CMpkMX/jCF/Czn/0MTz75JL7yla/Qv5mfn8d//ud/oqSkBJ/61Key9tlivTK5FJkymSwvGt7Mz89TcQmsfD96vT6huJz3h/B/j3vw1MkBDM2uNIfqbK3E3YdVuG2vAiLh2sVOoYvM2EhmfORoOy/ucxHJnJ+fh9VqxdDQEBiGod0yuRYMRAAAK5s1lZWVvBWXiTrqarXagswyAD5Y7Ov1elgsFni9XgwODvKq02oysUkWnCzLclr+UVdXhyNHjlCrH9JIqaOjI6vXznYSmYRUxGahRzI3EpmXh+fws1fseN0yhuh/ZXo2VEhx1yEV/vSaDkhFK9cLwzBobW1FS0sL9Zsm1zMRm3wfBwOBAKRSKacCsJgum30KTmQCwA9/+EO8+eab+OIXv4ijR49i3759ePHFF/Hd734XH/nIR/Cnf/qn9NiXX34Zzz//PADgq1/9Kvbv30+f+973voc33ngD3/nOd6BUKnHjjTdieHgYX/3qV7G4uIgnnniC1oBmg1iRuW/fPs7eh0Qy+drwxufzwWazYWhoCAA2rA2ZXAjgzl+egG1sYdXjl4d9uP/pXrzSN4b/c9c+untIKHSRSRYG09PT8Hg8215cErIpMhcWFugCDQD1/ePaozYajSIQCCAQCNDf8cKFC1AqlTAajbz6beObHmWio+52oqKiYk2nVa/Xy6vmN0RsLi8v0+ud1HCGQqGUrU82S319PRWbZrMZdrsd/f390Gg0WRnLtqPIJMRudsR6mMrlcnqPFiOZawXgCdcUPvf4aSyHVs8zE/MB/OxVG065p/DYZw9QoQl80JujubmZZhRZrVY4nU50dHSk7ZGcTfx+f9Zqo/m4bt2uFOSdXVVVhffeew8PPPAAPv3pT2N8fBxKpRLf+MY3cP/9968a8Hp6etDR0YG6ujp0dnauep2Kigq8/fbb+MEPfoCvfe1r8Hq9qKiowJEjR/D222+jp6cnq58rVmRyiVQqBcuyvGt44/P5YLVa6edXKBTQ6/Ub1iLde/T8GoEZy6vmcfz0FRvuv2l16nMhi0yWZWnzLK/XWxDikpANkUlSvL1eL4DUr+WtEisuya5vU1MTqquraSfmwcHBrEd6EhFbl0qaHun1+pw3ceErpNNqfPMb0iwql6Kc2EiRTt8k66SkpGRVGq1IJOLMfoBhGDQ0NKC+vh4TExMwm810ga7VajlNPdzOIpNQUVGxRmwSAoEAL9K4s00ykekPRfDlp95fIzBjOeaYwiNvOPG1G9aWdjEMg+bmZjQ1NWF8fBxWqxU2m22V2OTbJlwgEOC8SVkxkpl9ClJkAisT7kMPPYSHHnpo3eNaW1vhdDqTPl9RUYEHH3wQDz74YKZPMW2yJTJjvTL5IDLn5uZgs9nSFpcA0Dfsw7uOyQ2Pe/KEB1+9TotSyQe3DJ9E5nIwgrftE5hdCqK+XIoj2nrIxJlfsMSnxQIrnRsPHz7Mi2shG3ApMuObU6XSoTETJBKXQqEQUqkUYrEYlZWVaGhoWBPp4XrxnYj4ulQumx5tR2Kb35jNZlqPmIuNg0AgAIfDAZfLhWg0iqamJphMJlrSwLLsqjTaUCiUFbHZ2NiIhoYGartE6ja5aqpCxpJCiOjFis2TJ09icXER77zzDq8aVGULsnaIv56evziCqYWN1xX/cnIAX75WC4koce0ywzBoampCY2MjJiYmYLVaYbfb4XK5clZ/nAiWZWm6LJfvUWz8k304H9H4mlK5HSEic2RkhNP34YuNyezsLGw2G11sbiaV8KXLoykdN+8P4z3HFD684wNrGzIx5FJkhiNR/Pw1O554z415/wddXmvLJPjCVe340w9pIBBs/f4j4tJqtWJmZgYikYjuSFdUVBSMwAS4EZnxtjrZsp+IRqMIBoOrGvoIBALaLTa+8Up9fT2uvPJKjI+Pw2w20w6der0earWa00hMotRhvjSyyUdqa2tzliIaCoXgdDrhdDoRDodRX18Pk8m0xqM4Wc1mKBSCQCCgz3FBbDSI2OAQUU7EZqZEYSFEMuOpqKhATU0NlpeX0draStNouczamFkM4hXzGGaXgqgtk+IGUxOqSnOXeZMskvm2fSKlv59cCMA6Oo8uxdo+E7HEbpxMTk7CarXS+mO1Wg2tVpvTDJBgMAiWZYvpstsQzkXmRj8my7IYHBzE+Pg4du7cyYtdlXxFJpOhtrY2ayIzVzYms7OzsFqt1L5hK01QYoXZhscGVtvVCAQCiMXinInMaJTFvf96Hv95ce3vPb0YxI9ftGJwZhk/+MTOTQ+qicSlwWCgjQTcbveGNj7bjUyKzPg0webmZhiNxoTNqTIJEZeBQGCVXYRUKoVEIll34R67Oz4yMgKz2YxLly7B4XDAYDBAqVRmdOG/uLhILTmAlUwFg8HAeV1qoUA2DmJTRF0uF41SZzK6Fg6H0d/fD7vdjlAohJqaGphMJjQ0NKz7d7FiMxKJIBKJUEudbIhNUuc2MjICi8WCvr4+KjbVavWWv6NIJMJZZJbPhEIhiMXiNWm0g4ODGRWbgXAEP3zejF+f9iIYjtLHZWIB7jqkwv2/Z1zTcyEbJLMwCYSiiQ5PiD+c+jwUmxJOxCbJZCA12rkQm0X7ku0L5yLzN7/5DQQCAUwmE1paWhAMBhEMBiEWi1FVVQWxWIzBwUHccccdePbZZ7Fnzx6uT2nbQibDkZERTiPIZBDKdiRzZmYGVqsVY2Nj1L5Bp9NtKZLRVJn6oNZUsXbwlUgkORNZL14eTSgwY3nq5AA+2tWCI9r6tF47WeQyvnGASCRK6JO5ncmEyFxeXqY1jiRN0Gg0btqzNVW2Ii7jie1o6PV6YbVaceHCBSo2FQrFlsageAGerehuIZIoRZRE7XQ63ZaFVDQahdvths1mo7VXe/bsQXNzc1rXCEmVFQqFORGb5HofHh6GxWLB5cuX4XA46He02UhkJBKBUCgsuAVwOBymEfNENZuZEJuRKIsv/8v7eNU8vuY5fyiKf3y3H8Nzy/jFp/dmJOsnHYLBIEQi0ZprVlWfWudnBoCyNv0u0URsxkY2XS7XKrGZzfIDErDIhsAttHss13AmMsmg+cgjj+C1116DTCaD3+9HbW0tVCoVFAoFampqUFdXB7fbDa/Xi8cffxwSiQRyuZzzxdZ2hIhMs9nMqcjMdrrs9PQ0rFYr7R5JjLMz0YL/lt2t+PGLVkQ2KAiXV5fgUEfdmsfFYnHO0ob/+bgn5eNSFZksy1KfwfXEJYF0fywkyEJyM+La7/fDbrfD7XYjGo2isbERRqMRNTU1mT7NVWRSXMZDsgkUCgU8Hg+sVivef/992O12GI1GtLS0pDUW+f1+Ki6j0Siam5thMBiKc0IWiE0RJVG7rQipaDSKwcFBWK1WLC0toaysDDt37oRcLt/S/JRrsUm8CYeGhmCxWGgkX6fTQaVSpS02yXqp0AiFQms2LzItNp/vHUkoMGP5Xe8oXtszjhtiymGyQTAYTDiv3r6/DY++5drw768zNqKpcmvCrL6+HvX19ZiamoLVaqUNwbIpNrMZySySXTgTmWQCue+++3Dw4EGMjo7C4/FgeHgY8/PzuHz5Mnw+HyYnP2i68uijj+IXv/gF6urq8IMf/AB/8id/Utx1SJOWlha88cYbiEQinE2ypFaL63RZMuhNTEzQ7pGZHvRaqkpw+4E2/PrUwLrHfflaLYQJdjklEgnm5uYydj6pwrIsznpmUjr27MDGx6UrLgkikShnadMsy+L9gRn8vzOD8M4soVQiwrWGRnx8dyvKpNwlaRArhXQimaTBSX9/PyKRCBoaGmA0GtfUoGUaLsVlPOQeVSqVNCXy9OnTqK6upimR643nib4jk8nEuQAvspbYqF28kEolJZplWRrtW1hYQElJCXbv3o22traMXnO5FpsKhYKKTavVit7eXtjtduj1eqhUqpTfOxwOZ01ksiyLE65p9I34IGSAvaoa7FLkZgMnHA4nzUSKFZukFnszYvPJE6ltxj55wsMbkalpKMenD7bh16e8Sf9WJhYk7Cy7Werq6tDT00M39YnYVCqVGdvUT0YxXXb7wtlKjAyuN954I66//npaUwGs7Nq5XC6MjY0hFArBZrPhxz/+Merr63HLLbfgH/7hH/Dtb38blZWVuOOOO7g6xW1Jc3MzIpEIxsfHIZfLOXkPhmGoVyYXkPSNyclJCAQC2vWQqx21796yA7NLQbxwKXEToD+/XodPH2xL+BxJl81Fg6toijtz0Wjy4zYrLglisRgLC8ntX7hiMRDGnx89t2aH+pW+MfzNSxb8w137EkaeMwVZ1G5EMBik3TMjkQjq6+thMBhQX59e+nK6RKNRhEIh+P1+Ki4ZhoFMJsu4uIxHKBRCq9VCpVLB5XLB4XDg+PHjqKurg8lkQl3d6t8l0XdkNBrXHFck+8QKKRKRvHDhAhVS8aKRpNmbzWbMzc1BKpVi586dnDeFyqXYFAgEaGtrg1wup9/RxYsXYbfbYTAYUhLW2YpkHnNM4ju/vQTXxOKqx7sVVfjRrbuwozW7qeiJIpnxVFRUYP/+/TAYDJsSmxcHZ1M6lwspHpdJgsFg0vT///3xnQCQUGjWlkrwizv3YKc887X7tbW1OHz4MC1PcrvdVGzq9XpOxGYxXXb7kpV+2bGDCMuyEAqF0Ol00Ol0AID9+/fjqaeeQmlpKb797W/jpptuwqc+9Sk8//zzRZGZJqTDLDE75gqpVJrRCBbLslRcTk1NQSgUQqPRZKXrmVQkxCOf2Ytjjik8dcoDy+g8hAyDA+21uOuQat2JVyKR0K6H2Ww/zzAMTC2V6B3aOIpqall7/lsVlwSRSJT1dFmWZfFnvz6H1yyJU6BmlkL43BOn8Zt7jsDQzE07/I1EZjAYpN0zI5EIamtrYTQaN2xwslWIuAwEAvT8yKaQVCrlVFzGIxaLYTAY0N7eTjuXvvvuu2hsbITJZEJZWdmqDqPZ+o6KpI9AIKAp0QMDA7BarTh//jwVUgqFAlNTUzCbzZienoZYLIbJZMp446BYwpGVzRNRTMOWXItN8h2RGuXz58/DZrPR7yjZe2dDZL5tm8AfP3Ea4QSbjhcG53D7o8fx7//94/SYRQAAIABJREFUMIzN2RGaxP801S7GRGwmSqPNx0ZgLMsmjWQCgFgowI9u3YUvXNWBfzvtRf/kIqRiIa7S1eOW7lZOLMpiqampwRVXXEEbLXo8HgwMDNAu/pns6h0IBCAQCDhdQxXTZXMDZ78oGdTjSbSLsLS0RCOawEpr+h07duDs2bNcnd62JVs2JjKZDNPT01t+HSJ2bDYbFZdarRYajSarXc4YhsGVunpcqUsvwhTrlZltj7M7DynxrWd6NzzuM4eU9L/J9221WjE9PQ2hULgpcUkQiURUZGcr3eusZyapwCQsBSN4+A0H/u7T3DQSE4lECUVmvDVDTU0NFU5c7qBGo1GEw2H4/f6UxOVSMIwXekfhmV6CTCzAh3QNnOyKAyv3SGdnJzQaDWw2G/r7+zE+Pg6GYcCyLKqrq2E0GtHY2LitdpkvDc3h/YEZRKMsOuVV2K+qyfvPR2ri29ra4PF4YLPZ8P777+PChQt0DNDr9dBqtZxYoATDUfz72UE8ecKDvhEfAKCztRJ3XaHCbXsV1C9wI7FJfDa5QCAQQKVSrfqOzp07t0psxr93JBLh1DImEmXxrWd6EwpMwkIgjAd+exn/+qXDnJ3HqnP6LzuadOfNysrKtMTmLnk1Trk3XqtkO2WYXJMbzbuahnJ862ZTls5qLdXV1Th06BC1jBsYGIDX66WR5EyIe7/fD5lMlpXxMd/H4HyD83TZZIyOjiIUCqGtrQ0NDQ149NFHMTq6kq5YWVmJ9vZ2OBwOrk5v20JE5vDwMKfvI5VKEQwGk24mbEQisaPVanljDpwqsSKTy5qFRNy6V46nzw7izDq1mdcYGvCRzuaMi0sCWRhls6bo384kr1OJ5YVLI/D5d6JSlvnFW3wkMxQKweVywel0IhQKZVU4EZ/LWHEpkUggk8nW3Jssy+Kf3u3HQ6/asRD4oHHRj1+04oC6Bj+9fTfaNtGtMBXEYjFKS0tpsyiys1xeXo7y8vJtM/n3Dfvwl7/pxXnv6vQ7fVM5vv/xnZymcWcLoVCI+vp6jI+PY2xsjF57JSUlqK6u5mTDbSkYxuefOIPjrqlVj18e9uFbz/TiuQvD+Kc/OoASyQfjUDKxGQwGsyI2SY1yrCAnYjO2+RHXm3RvWscxNLu84XEn+6dhH5uHrombDJBYSOO0zYrrVMXmZ65QpiQy74rZjM0GyTwy+Up1dTUOHjyIubk52Gw2eL3eVWJzK1YzgUCA83VfsSYzN3AiMsPhMP7jP/4DLMvitttuW/N8NBrFSy+9hFOnTuHhhx+GQCBAV1cXurq6AKxEye69915cffXVXJzetiZbIjPWxiSdWslE1hg6nQ4ajSavxCUhVmRmG6lIiMc/dwDffKYXv7s4gtg9aiHD4Na9cvzvj3dianK1uNTpdNBqtRmZ3MhiMhwOZ+33G5heSum4UITF2JyfU5EZDodp3WEoFEJVVRWMRiOampo4n8xCoRCWl5dTEpeER9504m9esiZ87rR7Brc/ehzPfvnIljsWxhKJROgiOxAIoLy8HN3d3aioqKA1VkNDQ1CpVDAYDDk1Bd8q5hEfbn/0+CoBT7CNLeCufzqJX/3xQfRouK3J5ZKFhQX6uxErKY1Gg5GRETgcDpw6dSrlZk/p8L3/6FsjMGN5zzmF7z13GQ/etmvNc7FiMxwO06hmMBiEUCjk1D5EKBSio6MDKpUKbrcbdrsdZ8+epWKztbWVc5F5wZt6veF572xWRCYps9jqhsRGYvNju1rx2/PDeH2d7JebOpvxYVP2m/4A+SMyCVVVVThw4AB8Pt+q71sul8NgMGxKbAYCgYym38bDsmwxXTZHcCIyBQIB/uqv/gr33HMPfSwSiaCvrw9dXV0QCAQwGAz41re+hYceeijhTpZGo4FGo+Hi9LY1LS0tALhPl421MUlFZLIsi7GxMVitVszOzm66BpBv5FJkAkCFTIyH79wL701L+F3vCGaWQqgvl+DmrmaIggs4c/I4J+KSQO7dbNZllkpSH7a4qlsRCARYWFjAK6+8Qps3bMb3bzNsRlwCwMjcMn76sm3d1x6Z8+OhV2340a1rF+rpEo1GMTAwAJvNhuXlZZSVlaGzs3NVuuCBAwcwOzsLi8VCraxIF+l8HBe+8+ylhAKTEIqw+ObTvXjzvmuy7sm3VZaXl2G1WjEwMACWZddEjCoqKtDe3k7TxY8fP56xOtvxeT+ePje44XFPvz+I+240oL488YYXwzAQi8W0HpCk+hORx7XY1Gg0q8TmmTNnUFlZiXA4nNV6aT6w1UhmPMnEZltbG/7mEwY89GYJjp4eQCjygdiQigT4zCEVvvl7xpx4ZAL5JzIJsd+33W6nm4VyuRx6vT5lP2Oy2ZOtzcViJDO7cCYyh4aG0N3dTR/z+Xy48sorYbVa0dzcjO7ubvj9foyOjqKtLXHnzlx07Mx3pFIp6uvrs5IuC2DD5j8sy2J0dBRWqxVzc3O0GUhHR0feDq6x5FpkEtpqS/GlqzUfpMX2nl0lLrmKFMdGMrPFNYaGdXelCdrGcihqMtuROBKJwO12Y2ZmBtFoFBUVFeju7k7bC3IzkG6x5LsmC+aSkpKUFqhHT3k39IMFgGfPDeMvbzahYpMR4HhvxI3sK6qrq3HFFVfQxjEOhwNut5tuNHJZq5ZJLKO+dVPXCQPTS3jbPoFrDI1ZOKutEwgEaOMm4ltqMpkSLiLFYjGMRiM6Ojpox+D33ntvyx2DXzOPIxzZ+NoNRVi82jeGOw6un/pI7h0iMrMpNkUiEbRaLdRqNbX6IeP2yMgIJxtVXWnUG2arNjFTkcx4YsWP1WqlaZ2fVLbhTw5fgfc8C5hZCqGuTIKPdDahujQ36xCyZsiX8S0ZlZWVa3xNh4aG0NraCr1ej6qq9Wv9i/Yl25uMi0xSo1daWorx8XH6GMMwEAgEcLlcaG5uxtLSEioqKjA+Po62traEgrJ4QaQPwzBoaWnB6OgopyI9Nl02ESzLYmRkBFarFT6fb9XiI98H1Vj4IjJJd16LxZIVcUnIRSTzk3vk+MlLVvj86wvbz/aoM3b9E3Fpt9sRCARoLde1117Le3FJuDzsS+m45VAE/ZOLaS82WZalfoELCwuQyWTYtWtXyn6BdXV1OHLkCCYmJmA2m6lXm06nQ3t7O+/N6s8PpJeSyHeRGQqF4HA4aIfkdLxdJRIJduzYAY1Gs6azsNFoTNv7dG459fElnWMFAgEEAkHOxKZOp0NbWxteeuklhMNhmmqc6Xruaw0NaK2SYXhu/U3hA+oazjpyx5PpSGY8lZWVNK2TiM3BwUHoFQro92emYc1WyPdIZjzE19RgMFCxOTw8jJaWFuj1elRXJ55PSKAiG+U2RU2RfTIuMsmOwe7du/H666/j5ptvhkAgwJkzZyCVSvHYY4+hrKwMjz/+ONrb2+mFV/zxMwMRmb29vZyKzNh02ViICbfNZqPi0mQyob29fVuJSwL5TLkSmbkSl4RcRDIrZGL8n7v24fO/Og1/KJrwmE/sbsWdG0QzUiESidCUT7/fj7KyMuzcuRNjY2MYHh7mdNxKJi5lMtmmBFc62WCCND4X2VCyWCyYn5/fkjciwzBobGxEQ0MDRkdHYTabcfnyZTgcDhgMhrQM7otsjvg645qaGlpfmS7kWiBi0+Px4O2330ZzczOMRuOGUQ5CQ5L014THVqQ/7uVSbJLXJXOkw+HAiRMnMtqZWiQU4Ae3duELT5xJms1QKhHiu7d0bul90oGrSGY8ycRmJrujbgby+beLyCSUl5dj7969VGx6vV4aoTcYDGvEJllDcpkuW6zHzB0Zv7vJYPilL30J9913Hy5evIhDhw7hH//xH/GVr3wFbrcb+/btQ11dHX70ox8V6y45oKWlBa+++irC4TBnA1h8uiyJYthsNszPz9OdbLVavS3FJYE0k8iFV2S8r2guGijlIpIJAEe09Xj6v/fg4TcceOnyGCL/1Zq/o6EMn+tR4zOHVFuqsUlUT7hnzx7qdTc1NbXKEiGThMNhWnNJNopEIhFKSkq2FM3bo6zBy31jGx5XIRNB07DxwovUWVssFszNzdF7vr29fcsLR7JZ1tzcvMrgnojNtrY23m1MpmMB08WRXcxWiI/WZ7KJVUlJCXbt2gWtVkttEEZHR9Ha2gqDwbBh/dYNnU0o/a0QS8Hk3rQAUCYR4oYdm2/gkguxSWqrJRIJ9Ho9Ojo6Eta11tfXb+m9rzU04rHPHcD/+u0leKZWN0/rbK3EX9+2C52t2bsuyeZZtqy/+CY2t1skMx4yZ5KaTXLPNzU1wWAw0GyGYrrs9ibjdzdZcN10002YnZ3Fk08+iVdffRVf+cpXcN9990EoFOKee+5BSUkJTKbcef9sZ5qbmxGNRjE2Npa03nWriEQiiEQi+P1+eL1e2Gw2LCwsQCqVorOzE2q1Ouu+kblCLBZnLZLJF3FJyEUkk9DZWoVHPrMPM4tBjMz5USoRQlVXuqWJJBqNUiP15eVllJaWJqwnJGIvEolkTGQSn8twOEzFJUmLzUSq6O37FfjZqzYEw4mjv4Q/2KdYZQMRD6kfs1gsmJmZ4TQVnmEYtLW1QS6XY2BgAFarFefOnYPdbofJZMpKLWyq7JRXobutesNOnvLqEl6lysZf8+Xl5ejq6kJra2vGv1tyP+l0OrrQHx4eTupxSKiUifHZHjUeedO57ut/9oh607XEsWRTbJKxk9zjyepa6+rqqNjcLFfrG/DGX1yDY85J9A37IGAY7FPXYE9bddbvI7Ixme1NaL6IzVgbne1MWVkZdu/eTcWmx+PB2NgYGhsbYTAYaKAiG41/+DJXFBKcXt133HEHPvzhD2NpaQnNzc10x2bv3r1cvm3BE2tjwpXIJBGcsbExjIyM0LQolUq17QfNeCQSCeciM5G45IOvaK4imbHUlElQU7a13eBEzWq6u7uhVCoTishYkbnVRVIycSmTyTJ6L9WVS/Hd3+/EX/6mN+kx2sZy/Pn1uqTPk9Rscg3q9XpotVrOF4oCgQBqtRptbW1wu92w2Ww4ffo0qqqqYDKZsuJHmgrf/3gn/tujJ7AcShxxEzIMfvDJnRDyoLMsyT6xWCxYXFzcsEFTJikrK8PevXup2CTNQtra2mAwGBJ6Dv/FRwwY8wXw9PuJu8z+wT4Fvn6DIaPnmQ2xSSKZ8RtJsXWtDocD/f39OHbs2JabKAkEDK7SNeAq3dY6/m6VbEcy41lPbBoMBk4tNYAVkbldo5iJKC0tRXd39yqxOT4+TsVlNiKZRbIP53f3VnbdimwOLr0yya633W5HMBgEwzCbrr/aLkgkEiwtpebdmC58FZeEXEYyMwHLslRcLi4u0mY1SqVy3es5VmRulkgkguXlZc7FZSx3HlKiXCbCj1+0YHDmA3N2IcPgpq5mfP/jOxN2W5yenobFYsHExEROr0FiA6FUKmnd4IkTJ1BbWwuTyZTz+WaXohpP/ckhfPPpXljH5lc9p6wtxfc/sRNX63O7uCdpzmazGT6fD1KpFF1dXVCpVFkfwysqKmgnUIvFgoGBAXi9XqhUKuj1+lX2WEIBg598ahdu2yvHkyc9uOCdAwDsbqvGZ65Q4nBHHWcbDcnEZjQahVAohEAg2PR7JxOZBJIdFCs233333bQaMfGRbNVkbkQysdnW1ga9Xs+Z2Cw0kUkgqfM6nY5G6gHgxIkTMBgMnIzhxXTZ3FFYIacCgQuRScSlzWbD0tISZDIZqqqqsLCwUPB1tRKJBLOzqXeWTJWJiQneikuCQCDISU3qVonvhJruQnsrIjORuCQ1l9lYcN3S3YqPdrXgPeckPFNLkImFOKKtQ0vVWrsX4mE5NjYGgUCAjo4O6HS6rHmaJYNYIbW3t9OFyrFjxzbdvTST7FHW4MV7r8Jp9wzeH5hBlGXR2VqFq7T1OffGJJ17SZpzpmpot0plZSUOHjy4yjN1YGAAarV61fXGMAx6tPXo0eZmM4GISeKzSf5lGGbTYnMjkUmQyWTYuXMntFot7HY73G433nnnHV5c85shHA7TLt18gIjNubk56gfr9Xo5E5vBYDBhxL5QKCkpQVdXF6anp7G4uIiZmRkcO3YMdXV1VGxm+trgy7VWSBRF5jZELpcDyIzIjG+AQnahlEol+vr6MDc3RyeLQkUikVBj70ykmcWnJPJRXMYiEonyJpKZqU6o5HpPR2RGIhH4/X6EQiG6syoSiSCTybJelySkKXOJn/f5fDCbzRgdHQXDMFCr1WsiS3yApBR2dHTAZrPR7qUtLS0wGo0pG4JnGoZhcLC9Fgfb+RFlmp6ehtlsxuTkZFbTnNOFeKaSyLnL5YLH40F7eztvxkCGYWjWQSbEZqoikyCTydDV1UXFJrnmm5qaYDQak1pF8I1QKMS76w8AqqqqcPDgQc7FZjAYzJvfiktCoRD1NiUeyaQGWa/Xb7m7MsuyxXTZHFK4ymAbQ8yctyIyiXWD3W6n4jK+Ri3WxqTQRSawMmlsJcKTb+KSIBKJeB/JZFkWo6OjsFgs8Pl8kEgkW2pQlU4kMxqNYnl5mRficiPm5+dhtVoxNDQEhmGgVCqT1sjxCZLmrNVqacrbyMgIFAoFjEYj5/VVfGVubg4WiwWjo6MQCATQaDTQ6XS8H1Nqa2vR09ODqakpmM1mmiaq0Wig0Wh4kWYYKzZJ+uxmxGa6IpMQm3ZINljGxsbStofJFXzfnOZSbEajUU67/+cTfr8f1dXVNFJP0mj7+/tpd2WDwZARK59iJDP78PcOL7JpxGIxGhoaMDIykvbfRiIReDwe2O12+P3+pN01gdUis1AXccDWRSapuSRRhnwRlwSxWMzbSGa8zUamUgRTEZn5JC4XFxdhsVgwOLjSVGWjbp98pbS0FHv27IFOp6OfZ2hoKGGN33ZmYWEBFouFbhbwNRK9EXV1dThy5AgmJydhNpths9ngcrmg1Wo56Wa8GWIF5WbE5mZFJoFsABOxma49TK4IhUJ5IbK4EJvb3b4kVcLhMCKRyKq1DqlB1mq1cDqdcLlcOH78OGpqamAwGNJu8lasx8wtRZG5DSEec2NjY7TmayPiPdLifQETQQQVaUFdqMSKzHTId3FJEIlEWFxczPVprIJlWYyPj8NisWB2djbjNhvricxoNAq/349gMEgnOKFQiJKSEl4simNZWlqiC1OWZdHa2gqj0YiKiopcn9qWKC8vx/79+6nYJDV+7e3teRHJ2yxLS0s0ksuy7LaI5DIMg4aGBtTX12N8fBxmsxkWiwVOpxM6nY4XNaXkPDcjNrcqMgnJ7GHkcjkMBgPv7ulwOMz7DIlYMik2iyJzhfU8MqVSKXbs2LFKbJ44cQLV1dUwGAxp+/cWRWZuyP3IXCTjMAyD5uZmnD9/fkORGQ6H4Xa74XA4qLjs7OyEXC7fsL4wNpJZyKQrMreLuCTwKZIZ7+EoEolgMBig0WgyKvASicx8EpfLy8s0xY5l2bxJsUuXqqoqHDp0iNYkOp1OuN1uaDQaXtYkbha/30+bwUSj0ZzXpHIBwzBoampCY2MjTX3v6+ujYpMvHc7TFZuZtvIg9jB6vX6VPQzfshP4WpO5EcnEplKphE6nS0lskrVCPn7+TJKKR6ZEIoHJZIJGo4HL5YLT6cTJkydRVVUFg8FAy8OSUazHzC1FkblNaWlpwcsvv4xQKJRQvITDYfT398PpdCIQCKC8vBw7d+6EXC5PeceHvG6hRzJT9YpMJC41Gk3OO3VuFdL4J9WoOVcQcTk9PQ2RSAS9Xs9Z/VasyIxGowgEAggEAqvEpUwm491OdSAQgN1uR39/P6LRaN41C9kstbW1OHLkCO2uarPZ0N/fz6tI2GYIBoO0u24kEsnbTqPpQDJ1mpubMTw8DIvFgkuXLsHhcECv129oP5TN80xFbGYqkhlPeXk59u3bt0psEmuObPhArgfLsohEInl73wFrxabH48HAwEBKYrMYyVxhvUhmPBKJBEajcZXYPHXqFCorK2EwGNDS0pJw/VFMl80t+XuHF1mX1tZW2uxEpVLRx0OhEBWXwWAQFRUV6OrqQmtra9o3YTGSuQKZKJJ9D/HikkRR8l1cEkiXxVwtGuIbJul0Omi1Wk4ncLIg9Pv98Pl8a8SlSCTi3NA+HYLBIBWXkUgE9fX1MJlMeeuxt1lI2iXxiSSRML1enxOfyM0SDofhdDrhcDgQDod54xOaTRiGgVwuR2trK/W6vXjxIux2OwwGQ8I+Ark6z/XEJolkcnXtxXqRxvtA5qqpF/nM2yGSR8Tm7OzsGrGp1+sTfr9kQ7rQRWYqkcx4iH1VR0cH+vv74XA4cPr0aVRWVkKv1yddyxZFZm4oisxtSktLCwDQphdTU1MYHR2Fx+OhLaO7u7uT7v6kgkAggEQiKYrM/5oo4iOZU1NTsFgs21ZcEoiwDIVCWRWZ8d9vttKOo9Eo/a1nZ2fR2NgIkUgEqVQKsVjMi4UtIRQK0UhXOBxGXV0djEZjQYmReEg5QVNTE4aGhmCxWNDb2wuHw8ErcZIIUjtvs9kQDAZRVVUFk8mUdjOM7QTDMGhra4NcLofX64XVasX58+dht9uh1+vR1tbGi+8mkdiMRqNYWlqiz3OZDZLMB3I9McQVZPzM50hmPNXV1Th06FBKYrMYyVwhnUhmPGKxGHq9Hu3t7bTk68yZM6ioqIBer6dZecV02dyyfe7wIqtobW0FANjtdhw9ehSPPfYYPve5z+G2226DXq/fkriMRSaTFdNlxWIwDEMnjkIRlwSyG52tukzioTcxMUFtGbLx/UajUQSDQfj9frAsi7KyMoyNjWFhYQFGozGtVHOuCYVCNKUoFAqhuroaJpMpI23gtwsMw0ChUKC1tXWVOHE4HDAajZvK7uAK4ldstVrh9/tRXl6+5U3C7YZAIIBKpUJbWxs8Hg9sNhvOnTsHu93Oq9+TYRgIBALa9Xp+fh5VVVUIh8MQCARUiHJFsshbNjswb6dIZjypiM2iyFxhKyKTIBaLadkDEZtnz56F1WqFXq9HY2MjgGIkM1cUReY2pby8HEqlEvfccw+Wlpag0+lw1VVX4eqrr87ozSaVSrGwsJCx18tHiFfawsICjh07VjDikhAbyeSSmZkZWK1WjI2NQSAQoKOjAzqdLmviMhAIIBqNAlj5zD09PRgZGYHdbsfZs2fhcDiwY8cOOqnlAlJr7XA4aKTLaDSm3YmvkCDiRKFQ0A7bZ86cQWVlJUwmU06/O5ZlabR1cXGRWrTwJTrHRwQCAdrb26FUKtf8nuvVbmWLyclJ9PX1YWZmhvr1trW1AVgZa6LRaFbEJhFDZFwlHZiJ2ORyXN2Okcx41hOb5PNvR5GdDn6/H1KpNCP3o0gkglarhVqtpjZ877//PnVKKLTSEL6wfe/wTeDz+fDAAw/g6aefxvj4OJRKJe6++27cf//9mx4Mzp07h4MHD9LFn1qtzuxJxzE1NYWf/exn+PnPf46FhQV0dHTge9/7Hu68805OJiypVIrJycmcN33JJVNTU4hEIpiens5qZI0vcB3JJJP06OhoVj3/EolLgUAAqVQKiURCf2uVSkXr444fP476+nrs2LEjq81X4i2IKioqipGuNCEbQyqVCi6XCw6HAydPnkRNTQ127NiR1RRjUk9vNpsxPz8PqVSKXbt2QaVS8TaVl2/E/p6xtVu5SjGenZ2F2WzG+Pg4hELhmq7XpK6dpNFmS2zW1NTgiiuuwPT0NKxWK/r7++HxeNDe3s7ZPLadI5nxJBKbwMpcsry8nFc2LpkmEAhkvLxFJBJBo9FArVbTjZN88wfeTjBbyFfeVonOPp8PR44cwczMDI4ePYp9+/bhxRdfxN13342rrroKzz33XNqF+ZFIBAcOHMC5c+cAgFOROTk5iZ/+9Kf4+7//eywsLODQoUM4deoU/vAP/xC/+tWvOHlPALh8+TIcDgd+7/d+r+BSP6ampmC1WjExMQFgZcK87rrrCkZcEsbGxnDixAkcOHCApmlnAp/PB4vFgpGRETAMA5VKBZ1Ox/mknIq4TARpruNyuaiNhMlk4tSfLhqN0tRAv9+PsrIy3qXu5iukntXpdCISiaChoQEmk4nTzQNiwWM2m6m/q16vh1qt3tZRn2xAUshJs6SamhoYjUbOU8gXFhZgsVgwNDQEgUBAN8mSLa5jxSYhG2KTEF/uQcRmJsXA4OAgzp49i56eHjQ0NGTsdfOB2dlZvPfeewiFQlmd1/jISy+9hMrKShw+fJiT12dZFoFAAAzD5K1FHI/Y1CBZnLX+i29/+9u4dOkSnn/+eVx55ZUAgE9+8pP47ne/i/vuuw+PPvoo7rnnnrRe82//9m8xMzODpqYmjI2NcXHamJmZwYMPPoiHH34Yi4uLOHLkCB544AFcd911UCgUGB0d5eR9CbEdZgtFZMaKSxLN8vl8mJubKziBCaRu4ZIqPp8PVqsVw8PDYBgGSqUyK10QNysuCST1raOjgzbWGBkZ4eT8o9EovF4vbDYblpaWaBqlQqEoRroyhFgshslkQkdHB2w2G9xuN95++200NzfDZDJl3IOSeHlOTk5y5u9ayJCulO3t7XA6nXA6nTh+/DhnzbCWl5fpOMCyLNra2mA0GjccBxiGgUgkglAozElks66uDkeOHKFdux0OB/r7+9HR0ZGxrt2FFMmMp7q6GlKpFCUlJSgtLYXb7YbH4yk4sUkEIJfij2TYFTdcc0cxkglgfn4ejY2NqKmpwdDQ0KoLcmpqCg0NDdBoNLDb7Sm/ptPpRFdXF5599ll88YtfhMfj4SSSOTk5CbVajX379uGBBx7AtddeSztq7du3D+FwGBcuXODsJiukHcl4calWq2lN4Llz5zAwMIBbbrml4AY0n8+HN954Azt37oRGo9n068zPz8NqtWJoaAgAsubnRrrF+v1+Ki4ZhqE+l5td0C0sLMBsNmN4eJjWiel0ui1NqizLUruGxcVFlJRmuWSqAAAgAElEQVSUUG/AorjklnjRIJfLYTQat2xuPzc3B7PZvKbWuFA27XJFIBCgAopEqo1G45Zrt+IzGra6KZHLyCbLslRsEv/hjo6OLfsP2+129PX14frrr9/y/ZOPvPDCC6itrV2VRkvKQQpFbAaDQbzwwgvQarXo7Ozk5D3I3C4QCApyQyPDFCOZm+X111+H3+/HoUOH1giEuro66i9ls9mg1+tTes0vfelLuO222/CRj3yEi1Om1NfX49KlS2vEK2nTf+bMGU7rJfnqlZlJA974bqaJGs7E2pgU2uJwq5HMhYUFahYOAAqFAgaDgfPFB5mAAoEAXcCRtBqpVLrlBVx5eTkOHDiA2dlZ6sfo8Xig0WjSjlCxLIvh4WFYrVZao9fV1ZVX3o75TklJCXbv3g2tVkuv1+HhYRqpTrfuZ35+HhaLhUbss1VrXGQFqVSKzs5OuoHsdrvxzjvvoKmpCUajEdXV1Wm9Xjgchsvlgt1uRzgczpgXbS4jmwzDUG/ZiYkJWCwW2Gw2uFyuTY1jhEKOZLIsu2qdEF+zWSiRzc14ZKZL0b4k9xRFJoDe3l4ASBplVKvVsFqt6O3tTUlkPvbYY7hw4QKOHj2aydNMSrLzbm1txcTEBILBIGc3Mp9EZiTK4j8vDuOfj3tw3jsLFkBnayU+c0iJT+5RQCJKbyJORVwSyIQRDAYLTmSSWrF0G/8sLi7SxTqJDBkMBk5rGIEVcRkOh+H3+zkRl/FUV1ejp6cHExMT6Ovro801SK3deiKRNICxWCzw+Xw0Jbe9vb0oLnNEeXk59u3bB51OB7PZDI/HA6/Xu2GtHWFpaQkWiwVerxcAUk6jLMINMpkMXV1d0Gq1sNls8Hg8GBsbQ0tLC4xG44YRSFIXbbVaEQgEUFVVhR07dmS81nMjsSkSiTjbTGYYBo2NjWhoaMD4+DgsFgusVisVmx0dHWkJxkLoLpuMcDgMlmXXrBO4EpueqUW8ZZvAUjACZW0prjM2QibO/dyRCfuSjchksKHI5ii8OzwBpG4xWUMHsqOZSl3l2NgY7rvvPvzd3/1dzg3PW1paAADDw8Po6Ojg5D2I4Mq1V2YwHMU9//I+XjWv/o0uDs7h4mAvfnNuCI999gBKJRtf8umIS0KsyCw00rUwWVpags1mo2mHra2tMBgMGa9xSwTxucyGuIynoaEBH/rQhzA6Ooq+vj5cunQJTqcTRqNxjSUFy7J0MUcawJD6wEJcmPGRyspKagFhNpvhcrng8XiS1q75/X5a20mue6PRyPmmSpHUKCkpQXd3N3Q6HaxWK7xeL0ZGRpJufpHUdYvFgqWlJZSVlaGrq4tzP85kYjMYDGZFbDY1NaGxsZH6fFosFjidTmi12pTHp1hP0EKDiKtkojyRtQwRm+lkOkzMB/CtZy7iVfP4qsdryyT48+t1uPuwKqfiKxuRTEJRZOaO4moFK7U2QPKbniwWlpaWNnytP/uzP8PBgwdx1113Ze4EN0k2RKZYLAbDMDmPZD74gmWNwIzlhGsa//PZS/jp7buTHpNIXGq12pQG9Uw3v8knyKJno0jm8vIyjRSwLIuWlhYYDAZUVVVxfo6hUAjLy8urxKVEIoFMJstqLSPDMGhpaUFzczO8Xi8sFgvOnTsHh8MBo9GIlpaWNTVQxQYw/KampgY9PT2YnJyE2WymqZdk0R2NRmG322nt32bTMYtkB9JEi4jNwcFBDA0N0Rrx0tJSjI2NwWw2w+fzQSaTobu7O+t10bFiMxwO06hmMBiEUCiEUCjkVGw2NzejqamJZlqYzWY4nU7odLoNuyGHQqGC3SwjG9EbZTwRa5nNiM3ZpSD+2/93HK6JxTXPTS8G8cB/XMZCIIwvX6vd2ofZAtmMZBbJHYV5l8dBbtZkAoEMChulKzz33HN4/vnncenSpcye4CYhdhLDw8OcvQdpkJLLSObccgi/PjWw4XG/PTeMb9xoRHPV6p0z4g82Pj6etrgkFHIkE1gR2cnun+XlZdjtdng8HtoIw2AwZGWRzRdxGQ/pmiuXy+F2u2Gz2XD69Gkq1oVCIXQ6Xca6ORbhnvr6elx55ZUYHx+H2WyG2WyGzWYDy7KIRqOoq6uDyWRCXV1drk+1SAqQtGi9Xk/Tm71eL6RSKQKBAMRiMS9S1xmGgVgsBsuyVGySCGc2xCbZNBsZGYHFYqG2ZkRsJvpuwuFwwW6akXky1XE9kdgcGBiAUqlMKjYffsORUGDG8rcvW3FLdyvaanOTpk9EZjZqMouRzNxRFJkAmpubAazYgSRidnYWANDU1JT0Nebn53HPPffg+9//PmdemOlCRObIyAin70Mm3VzxpnUcy6HIhsdFWBYvXhrBZ4+0A8iMuCQUushMFMn0+/00qhONRtHY2Aij0cipzyCBdIsl50QWYiUlJbzqwioUClFbW4vKykpMTk7S862urkZra2tRYOYZDMOgvr4ecrkci4uL9PeUSCRQKBRZufaLZJaKigro9Xr4/X5MT0/Tua6lpQVyuZw3KZ9kjCMiM9tis7W1FS0tLRgeHobFYsGlS5dgt9uh1+vXNCgrRjJTF5mEVMVmIBzBv50Z3PD1oixw9PQA/seNxvQ/RAbw+/00vZtriiIzdxTmXR5HV1cXAKC/vz/h8263e9VxiTh79iwGBwfx9a9/HV//+tcTHtPeviJuVCoVfU0ukcvlALiNZAIrIpMI8Vwwu5R6iursciij4pJQ6CJTLBbTzx4IBGh6YDQazZg1QCrki7gEVqwrLBYLRkdHqcWJSqWC1+tFf38/3nrrrWLdXh5BGsDYbDb4/X5UVFTAYDAgHA7DarXiwoULNC1aLpcXFz55wOLiIiwWCwYHB8EwDNrb29HU1ASXy4WBgQEMDg5mxJookwgEAggEgpyJTblcjtbWVmq11NvbS8WmUqmk6b2F2kV5syKTsJHYHJoPY245tTXRxcG5TZ1DJiAemVxdiyzLFtNleUBRZAK47rrrIJVKcerUqTV2H1NTU7DZbNBoNOt2lr3mmmuSXtBqtZozn8z1aGxshFAo5DySKZPJqIF9LhbydeWpD9a+8SG88455lW9hJia7QheZIpEIi4uLuHz5Mq09q6+vh9FozEp6YDJxKZPJeBNpIPh8PlitVmpdoVKpVllgVFVVoaOjg3oyjoyMbNomowj3xDeAKS0txd69e6FQKOhcolAoqAA9e/Ys7HY7jEYjmpubi2KTh/j9flitVlo/rlAoYDQaqWdvU1MTpqenaR2i2+1O2vApV+RabLa1tUEul1OxefHiRSo2g8FgwW6cbVVkEpKJTUF1ayZOk3P8fn9Wmv4AxUhmLimKTKykw3z+85/HI488ghdeeAE333wzfe6JJ54Ay7K499576WM+nw933nkn6urq8Nhjj/FuEUsQCoVoamrKSrosAE6tUtbjOmMjyqUiLATWbzwjZFhoZQsZFZcEkvZRiCIzGAxiaWmJmpvX1dXBaDRmpbtyOBymNZdkg0gkEqGkpIR392W8HyhpJEIWrrGQ5iMajQYWi4XaZJBOx3xZyBYyLMvSOrT5+fl1G8AIhUJ0dHRAqVSiv78fdrsdp06dQnV1NbW7KJJ7QqEQ7HY7XC4XbdJkMpkSNierra3FkSNHVjV86u/v35J/JBfkUmwKBAIolUooFAp4vV7YbDZcuHABAHK6MZ1LMiUyCfFic2hkEKUiIZbCG/+muxTcN91LRiAQSDj3ZYpiPSY/YLYQTt5Wcei5uTn09PRgbm4OR48exb59+/Diiy/i7rvvRk9PD55//nmaO/7v//7v+NSnPgUAOH36NPbv37/ua+cqksmyLPbv349AIIDe3l7ObjaXy4Xe3l5cffXVOeuY+LNXbPj5a/Ykz7IAGHxUX46ffPogZ9GgV155BaWlpThy5Ejis2BZHHNM4fneEfiWQ6gvl+Dje+TY01adlwNhMBiE0+mEy+WiEcTDhw9n3B8uEcTnkniO8VlcLi4uwmazwev1btoPlERNJicnIRKJoNVqodFoCrauKZewLEs9T+fm5iCRSFLyPI0lFArB6XTC4XDQqL/JZMpKSnmRtYTDYSr+Q6EQamtrsWPHjpSzMMg1YTabqeVQOpYe2SRWbBK4Fpux7+12u6k3eVlZGfR6PRQKRd6JzXAkipf7xvDrUwNwji9ALBKgR1OHP7xCjR2tye24Tp8+jfHxcXz0ox/l5Lymp6fxnafP4Xnn+s0YBQzw9jeuhaIm+41/otEonnvuOajVanR3d3P2HqFQCAKBgDcbPnnOpgaHosiMYW5uDg888ACefvppjI+PQ6lU4u6778b999+/atdpeHgYV111Ferq6vDWW28lFC1vvvkmrr322oTv8/jjj+Ozn/0sVx9jFR/72Mdw4sQJWn/IBcPDwzh9+jSuuOKKdZsjcUkkyuJbz1xMWvB+g6kBD39mPyQi7iayt956C9FoNOHvPjS7jC/98xlcGvKtee6Itg6/+PRe1JTlR3QqFArB5XLB4XAgHA6jpqYGJSUlGB4exs0338zpgJ5MXMpkMt4t5hJZtqRi7p6MeHEjlUqpuMm3BVq+MjU1BbPZjKmpKSr20zWijyW+fnm9yFmRzBONRjEwMACr1Qq/34/Kykrs2LEDjY2NmxJcLMtS/0iyAZGKpUcuyJXYDAQCePHFF9HQ0ID5+Xn4/X6UlZXBYDCsSjHnM/P+EL7wqzM42T+d8Plv3GTAPdcktgc5duwYlpaWcMMNN3B2frNLQXziF+/APe0H2WSP53/caMiZhcny8jJefvllGAwGGI3cNB6KRCLUj7UoMjNCUWQWWcsXv/hF/PKXv8Ti4uKGFiybZWpqCu+++y52794NlUrFyXukwvT0NJ5+9xKes8zBs8BAIBCiq60Gf9TTjmsNjRAIuJ28jh8/Dp/PhxtvvHHV43PLIXz8F+/CPZXcZ7W7rRr/70uHORXBWyUUCqG/vx8OhwOhUAjV1dUwGo1obGyEzWaDxWLBDTfcwMl1FolEsLy8nBfiMr6rbqZ9EUmaZl9fH72vjUZj3izQ8pHZ2VmYzWaMj4/T1NdM1t/Fb0hsJtpdJHVYlsXw8DDMZjO9h0wmU8YaMsWnUpMNofguq3wgXmwyDAOhUAiBQMDJeLKwsIDXXnsNO3bsQEdHB9xuN+x2OwKBAMrLy2E0GtHa2srrsewLvzqzri83APz8jt34+G75msffeOMNMAyDa665hqOzW2FyIYBvPt2L18xjqxbrVVIB/ux6LT7/IR2n778es7OzeOutt7Br1y7aEDPThMNhmhLOtzVCnrKpG7L4zW9zWlpaAKxEG7VabnatSB1mrmxMSC3C2NgYmgUC/NVNqozXXKaCRCJJ6BX55AnPugITAC54Z/G73hF8Ys/aSSnXkFQyh8OBYDCIqqoqGI1GNDU10YUAGcTjbUy2SjJxWVJSwruJg9SkksZHXHXVJXYBzc3N8Hq9sFgseP/99+FwOGAymVb9LkW2hs/ng8ViwcjICG0WptfrM157XlJSgu7ubmi1WtrNdGhoiDZ84mqDsNBIlA2wa9cuqFSqjGYDxFp6DA0NwWKx0C6rBoMhYd1uriBikvhskn+5EptkjhCJRBAKhdBoNFCr1VRsnjlzBhUVFTAajWhpaeHdWGYe8W0oMAHgF687cEv3WrEcDAY3nc2SDvXlUvzjH+3HwNQS3rKNY2puAVicQptgFpI5Cy5eXM7JOgkA9VXPRg8Pvl0/hQa/VmlFMg7xyuRSZJLGP9kWmbHiMtPdYjeDWCymKRqxAuhfT3tT+vtfnxrglcgMh8N04icTY3d3d8KJn6SjJBLZmyESicDv9yMUCtECfhK55FvqSzAYhMPhoM1C6urqYDKZOO+qKxAIoFKpoFAo0N/fD5vNhpMnT6ZdT1ZkLYuLi7BarfB6V+7dbIm9srIy7Nu3DzqdDhaLhdpkqFQqTsRtIRFf12wymTivmWQYBgqFYpWlx4ULF6jY5EstIsMwtCM312KTzBGx4zgRmyqVim5onj59GpWVlbzrwvzs+aGUjrOPL+DysA875atT30OhUFYbtynrSvGHh9X0/4mFW39/PzweD1Sq7G/Kk7Uil7Y/RfsSflAUmduc2EgmV5AdSbI7xTXx4lKtVq8yI84VZOKINZoOR6IYmF4/iknon1zk7NzSIRKJrEphqqiowK5du9ZNYcpUJDMajWJ5eTkvxGWi2lSTyYT6+vqsLoiEQiG0Wi1UKhUcDgecTifefffdYn3fJuBL2mplZSUOHjxI03T7+/sxMDDAO5uMfMDn88FsNlM/Wq1Wm/UOzbFdVkkN6Llz52Cz2XjlmxorNkkababFZmwkMx6RSASdTof29nY6tp46dSph9kyumJhPfTM9/liSwpnLuay2thaHDx9eIzbVavWW/cJTJRuRzGJ3WX5QFJnbHBLJzJZXJpfwVVwSYr0yyTkJBQxEAgbh6Ma7alJxbne0I5EI9fIj9TE7d+5MaQG01UhmPonLcDhMF0ChUAhVVVUwmUybbhaSKcRiMUwmE9rb22Gz2eB2uzE2Nga5XA6j0Yjy8vKcnRvfIanOLpeLVw14qqurcfjwYUxNTaGvr482Cdpqw6FCYGlpCRaLBV6vFwzD8GK+IPNWW1vbKt9UIjb5kh4aKygzLTYTRTLjEYlE0Ov1VGw6nU6cPHlyVR+AXH1PVSWp33OVcceSz86HTaJ4selyueB2u7MiNrMRySTw4X4qZIoic5sjl6+kX3IZyQRWBguuIpmx4pIvi4VExIpMAsMwOKKtx1u2iQ3//kot976SiYhGo3TBQzr9dXZ2ptVIZrORzGg0Cr/fj2AwSMWlUChESUkJ7xbQJMJrs9lo+vCePXt4lcoFrGz47Nq1i3psDg4OYnh4GCqVCgaDoZhyGQOxEnE6nQiHw7y1Eqmrq8OVV16J8fFxmM1mWCwWuFwuGvXhWzOZXBIIBGCz2dDf30+j0XzbZIn1TSVZI6dPn+ZVxA7gRmyuF8mMRywWw2AwoKOjg96nJ06cQE1NDYxGY1bssuK5uasFjx9zb3icvLoEu9tWN3vLtEdmJogVm2RcIWJTp9NxMl8EAgGaAccFLMsW02V5QlFkbnPq6+shFouzEsn0+dbac2yFROJSp9PxtglGIpEJAJ/tUackMu+OqZvIBtFoFF6vF1arFcvLyygtLcWePXs2VSeUbiQz38Slx+OB3W6H3+9HeXn5hunDfCC2vs9sNsPtdsPr9RZTLrHWF5GkOjc0NOT61JLCMAyamprQ2NiIkZERmM1mXL58GU6nk3fNZHJBvPdoY2MjTCZTzrybU4HY4MTWIpKIHbke+TDGZEpshiNRTC34EY6uH8mMRywWw2g0rhKbx48fR21tLRWb2WK/qga726px3ju77nF/fGU7hHEd7fkoMgm1tbXo6enJitj0+/1Za/rDh/unkClamGxzotEoHSRee+01zt7n4sWL6O/vx8c+9rEt707Nzs7CarVidHQUDMPQwnS+iktCsrbcLMvir54345/e7U/6t//zoyb8/+y9d3wb933//zpscO+9QKwDKIraW/KKZxI7zqwTR/k6oxnur0nbNKkTPRonbtr42zZpkjZpnDaxnVmPJP56KZat2JK1LMmaBA6TJDjABZIgscfd7w/2ziC4QBIHHEg8/7LJI+4E4D73eb3H6/3pg+2ZuExOXFqtVgQCASiVSuj1ejQ3N69qk9oz7sfPTzrw4mUXohCjubIIH9zehA9ub0KxYu5GgqZphMNhhMPhOeJSoVAI7sGbLMJzbZZbMhMTEzCZTPB4PJBKpVwWTGguvXzCDoNnS8KFaCySKgzDcN/PQCCwYUfZxONxLmAQiURQXl4Oo9GIqqrsVIasheTMekVFBdfnLSQYhpkjNoGlR5/0jPvx05NOPHdpEP5IHAQY3KirxmcOqbFvFRU84XAYDoeDM1urqqqCXq/P2Ps07A3hoz89C+ciPgp/trMZ/3hv57yxaYODg7hw4QL27t2LmpqaTFzqqvF4PLBYLBgbG+PKvNMlNl999VUoFAocOHAgDVc6H5qmEY1GQRCE4PYVOUx+Tmae+TAMg127dsHv96O7u5u3zYfFYlnznMRcFZcsgUAAx44dA0mS0Ov1c37HMAz+53w/HjvhnPNg6mgowV/cpMGdnfW8Xx9N0xgcHITFYoHf74dCoVhzBuS5y4P4m6euLNhz2lyhxC8/tRutlYVLikuJRCKoDEzy5n2tIlxIMAzDlVyyIxz0en3aRzgIDZqmOXfPQCCAwsJCQRmurAW23N1isXBGXULq7+OL5CBQcXExDAZDTgYMkkl2rBZqGfdiYlMikXBZpLNODz75+HkEIvHEvwS7Z33oThKfvUG9qvMnj43K5Ps0HYriV2dd+M1bLrgmAhARwJ72Shze24bbOxYud+7p6cHVq1dxww03CDrDnggfYvOFF15AXV0dduzYkcYrfQdWZIpEIsFVRuUweZGZZ2HuvvtunDx5Eh6Ph7eNZF9fHy5fvoyDBw+ueIHPdXHJEovF8OKLL6K9vR2dnZ0LHsMwDKjhGUwFoqgulkFdXcT7hohhGE5c+nw+KBQKaLXaNQ8Gv9g3iQ//5xnEl1hD2ioL8NzndoGJR+eIS7lcDqlUKihhs9D7xA5QF9J1pgP230pRFPx+/7oSXYkwDIOhoSFQFAWfz7euAgbJJGf0hFZymS4YhuHKhX0+37rO4IbDYc7siaZp1NTUgCRJlJeXZ/vS5rCY2JyJ0LjpX97AdGjpXv1ffGoXDmpXX/IaCoVgs9nQ29vLvU96vT5jojwSoyEREfMyl8mkIxifLdIlNlPZJ60VdpScWCzeUJU6PLOqxTX/7m8AGhoaMDU1xZX88cFqZmUmi0uh91wuB1sqlNyTmQhBEDDU8z+IGZi/wZbL5di0aRPa2trS0nD/kzccSwpMAOj1BPDClUHc1VENkUjEucUKaYPPblotFgump6fT/j4JkcT5fWwW7OLFi7Db7YJwyl0rC2Vs1/tnmjjKhnU/PnPmTMbmtmaCsbExmEwmTE1NQSaTobOzc83BMiHDfm/VajVsNhv6+vpw4sQJ1NXVgSTJrLsfsyzWs/k/b7mWFZgA8N9v9qxJZCoUCnR2dkKj0XDv0+joKGpra0GSJO9ZQ5kkteeZkHsyl6OyshL79u3jxCbbs6lSqaDRaFIWm/kZmRuLvMjcALCzMgcHB6HT6Xg5B7vApOIwu97EJQs7X2wpkZkJWNFEURRmZmYgk8nQ0dGBtra2tEX1fOEYXjWPpHTsy6ZxfGBHC2QymeDE5cjICCiKgtfrhUwmg9Fo3FB9iiKRCCqVCs3NzVwW7OzZs6isrITRaBRceV4qjI+Pw2w2Y2Jighvr0t7evmE+U9aRU6VScVmwN998MyeMcBZjcnISZrMZY2NjkEgkIEkSarV6w3ymSqUSmzdvhkajgdVqhcvlwvDwMBoaGqDX61FSkpnA5XIkis14PI5j5tGU/u4N6xiCkTiUsrUFC9j3SavVcvNuR0ZGBCPKI5EIRCJRTgdFksWmw+FAT09PymIzEzMyWXI5ULpe2Bgr9AaHnZU5NDTEm8hMJZO5UFmsTqfLeXGZiFwuz5rIZBgGw8PDsFgsvIumqUAEKYz+nD02HBfU2AyGYTA2NgaKojA5OcltWjfy3EF2CHprayvXC3by5EnU1dXBYDAIZhO7FIlCRCwWQ6fTQaPRbNjPlA0uqdVqbm7q6OgoGhoaQJIkiouLs32JyzIzMwOz2Qy32w2RSAS1Wg2tVpuR+XpCpKCgAFu2bIFWq4XFYkF/fz+GhobQ1NQEvV4vmDEtbF+mf04f5uIwzGzgcq0ik0WpVKKrq4sTm6wor6+vB0mSWVvPIpEIpFLpuhA/iWKToig4HI45czYXe+ZnMpO5Ht7nXCcvMjcAbCaTz1mZS4nMjSAuWWQyGYLBYEbPmZyRY7M3KpWKtw128pDppSgvEE5p0Pj4OCiKgsfj4YSIWq3OyfIlPmADE+3t7bBYLOjr68Pw8DCamppAkiRv5fZrYXp6GmazGcPDwxCJRGhvb4dOp9uwQiQZdm6qRqMBRVGcMGluboZerxfkZxoMBkFRFFwuFwBwM16FNhs5WxQWFmLbtm2c2BwYGMDg4CD3mQrl2VpbooB1xLfscXKJCKUreKakSqIot1qt6O/vh9vtzloGOBKJrLt1qbKyEvv3709ZbLKZzHy57MYgLzI3AImZTL4QiUSQyWRzymW9Xi8oitoQ4pJFKpXC6/Vm5FxsRs5sNmNqaiqjGbkimRgHNZU4afcse+x7NvPvnLsc7OwvNsul0Wig0Wh4fdB5g1H8/u0BXHRNgWYYGOtL8OEdzaguFv4mQ6FQoKurC2q1GhRFcZvYtrY26HQ6QWSmfT4ft8Fm15e8EFmcgoICTpiwYnNgYIBbl4XwviUb3eRS1jWR3nE/fnu+H5bhaYhFBHa0VeDDO5pRUZjeYFZxcTF27NgBnU7HifL+/n7BfKbv39aIk7bxZY97b1d9yn2Nq6GwsBBbt26dIzaHhobQ2NgIvV6fse9XNBrN+mfCF6zYHB8f58poFxKbbCIiXy67MciLzA1AY2MjAMDtdvN6HrlcjnA4vCHFJYtMJkM0GgVN07z1H7Li0mKxYGJiAhKJBHq9Hmq1mndxyVqDh0IhfGx77bIis0wGkEo/YrFYVvqnpqamQFEURkZGuCxXugdLL8TvLw3g67+/Pse2/8WrbnzvVSv+9jY9/vxQe048AIuKirBjxw5otVqYzWb09PTA5XJBrVZnrRQ1GAzCYrHA5XKBYRjBlQoKneLiYuzcuZO7N3p7e+Fyubh7IxtZ/VgsBofDAbvdjlgshurqahgMBsG5qC4HTTN49CiFn5xwzvn5q+ZRfO+YFf94byc+sL0p7ectKSnBrl275n2m6ZxtuFIYhsGm0ijqCwB3YPHjFBIRHtjTjGg0yvVz8kVRUREXaLFarVzwLH4Qi/0AACAASURBVFNrSCQSyYnWg7VQVVWFqqqqRcUmKzL5WmcYhslnMgVEfoTJBiAWi6GwsBAf+MAH8Otf/5q387zxxhuYnp4GTdMgCAItLS0bRlyymEwm2Gw23HHHHbxkyZLLPdVqdUbKPVlxGQ6HEY/PCieCIPDMlTF8+2XrgotBRYEEf7VVihJ6JuPzGKenp0FRFNxu95xARyaiyH/sHsZnf3FxyWMefq8R/2e/ivdrSTfJpjo6nQ4qlSojRhbJWa5c6hcVMh6PB2azGR6PBxKJhFtTMhFAiMfj6O3thdVq5cauGI1GVFev3mk0m3z3mBU/eM226O8JAI8d3oFbjbW8Xkdy5QZrypKJUk22fcNkMmFmZgYBQoH/NIvRNzm/laZQLsZ/3LcFe1XvBBNYY5xMPSesVisGBwdBEASam5uh0+l4KSGnaRrPP/88WltbsWXLlrS/vlBhxeb4+Dg3viwWi+HOO+/k5XwMwyASiYAgiHwbTHrJz8nMszAMw0ClUkGlUuFPf/pT2l/f6/XCYrFwmVJWXAqx14dv7HY7uru7cfPNN6e1BIftd2AX6kxtGmiaRiwWQygUmiMu5XI55HI5RCIRrvRP4fHTvThmGoE/EkNDqRIf2N6Ej+9pRVWRDG63GyaTiZvHaDQaeRsUPzMzA4vFMmfTkMkeJZpmcMt330DPuH/J44oVEpz72i0okOVeMUnyJlKhUIAkSd5mT0ajUdjtdjgcDsTjcVRXV4MkyZx0vhUqyaX3MpkMGo2GN6dlhmHQ398PiqIQDAZRVFQEg8HA27qQCSb9Eez+p9cQidFLHqerLcIfv3QoI//OxABCJoKSExMTMJlM8Hg8nMtxW1sbojTw0jU3nn17AG5vCMVyCW7fVIcP72hGVZEcDMMgHo9zzxhgVmxKJJKMvE/JQUk+AuThcBhHjx6FVquF0WhM2+vmColiEwBvLStsQDwvMtNOXmTmWRiGYbBnzx54vV6Yzea0LdqJ4pIgCBQVFWFmZgZ33XXXhnV0dLlcuHTpEg4cOJCWuXTJEWm2/CkTEelIJLKkuFwIhmEW/H7RNM3NYwyHwygrK0NHRweqqqrScq1+v59zWwSQtRLKs04P/uyxsykd+68f6uKldC5TMAyDgYEBUBSFQCCQdqEQi8XgdDphs9lg9sThDClRVFoOXUMF7t3aiMoi4fe25hI94368dG0Ig2NTiM5MwFgcQn1JeisQWAdss9mMmZkZKJVK6PV63gIUmeTxUz14+HlTSsf+7gv7sK0lM6XAC7lpazSatPbuJ7oAi8VirvR6pa+fbbG5WKtPOipgZmZmcPz4cXR0dECj0aThanOTl19+GQzDcOXR6Q6Yx+NxxGIxiESiDbsP5YlV3YC5F0bPs2IIgkB9fT0sFsuiImAlJItLNurndrvR3d2NUCi0YW9uNnK21jEmk5OToCgKo6OjGe0lBGYzR8FgcI64lMlkUCgUy24EF/tuJc5jdDgcsNlsOHXqFGpqamA0Glc9vywQCHAW9QzDZN0oZLkM5mqPFSJsprixsZEreTx//jxKS0u5ksfVrDXxeBx9fX2zc+4mw/iFQ4oBnxhABMAIcGkEjx6l8JmD7fjybXqIRLmZ+RIK06EovvL0VRztHp7zcxEhwZ46BvcGrsJut3NicLXPj/HxcZhMJkxOTkImk2HTpk1oa2vL6ZmBibgmUncV758IZExkEgSBmpoaVFdXY3R0FGazmXMB1Wq1a8pWJ/dHr9V8ix19IhaLObFJ0zQikQjEYjHEYjGvYrO0tBS7d++e19va2toKrVa7JrHJ7gk2cnaNFZdNTU1oaWmBxWKB3W6fM2czXWIzVysi1ht5kblBaGhogNfrhc/nW3UP02Liki2LTRxjwvcm3xeOYToYRalSikK5cL7GaxWZyUY1KpVqzQ+3VFmLuEwV1qSora0NVqsVPT09eP3119HU1ASDwZByeVIwGITNZkNfXx/XnyeEYdvyFTgkruRYIcMGQVpaWjjzljNnzqCqqgpGozFl8xaaptHf3w+LxYJgMIiQuAA/tiowFYzNOzYaZ/Cj1x2IxGgcec/GKz1LF6FoHJ/42Vu45Jqa9zuaAU67acQkZXigIIhLly7BZrOtOFs9NTUFs9mM0dFRiMXijJmUZRqFNPX7WSHNvLAmCAK1tbWoqanB8PAwKIqCyWTixOZKBH80GoXNZoPT6UQ8Hkd9fT0MBkPanvuJYjMWi4GmaU50ZkJslpWVYc+ePVywt6enB319fWsyUsqLzNnvDcMwkMvlcwyCKIpKm9jMm/4IC+HszvPwSuKszJWKzOXEJQu7KCSOMUk355wePHbCieOWUTAMICKAdxlq8dkb2rG9Nfs9WqsVmcllOuyoiEyJy1AohFhsdjNPEASkUimUSiVvJWxyuRydnZ1ob2+H2WzGwMAAhoaGoFKpoNPpFn0QJ5u/1NTUgCRJwbhQ7lVXQkwQiKfwoDugTU+psFBgAwgqlYrbgJ44cWLZDSjDMBgcHARFUfD7/VAqldiyZQt++NYkpoKDS57zv97swf17WtFWtfH6v9PBs28PLCgwE3mr34f/c3ALNhWG5mSrDQYDampqFt3s+3w+UBSFwcHBDTG/9EZ9DX70umPZ4+QSEXarsvesYiub6urqMDQ0BIqicP36ddjtduh0OrS0tCwqNlmjJovFgmg0ioqKCnR0dPDWH80+i1iRmWmxWV5ejr1793JtK06nc47YXMl3WYgik2EYXBnwos/j/9/vZSXK0zxmJxF2b5go0quqqnDgwIG0iU1WZOYzmcIgLzI3CImzMkmSTOlvUhWXLMlzkNLNb95y4Wu/uzanGZhmgFdMI3jNPIp//tBmvH9bdnvcVioyF3NBzYRRTTbEZTKFhYXYsWMHNBoNF1Xv6+uDVqtFe3s7V8YViUQ4cRmPx1FVVQWDwSA485f6UiVu31SLl64NL3lcV1MptjSXZeiqMotMJkNHRwfa29u5Ujq3242WlpY5JkysgZDZbMb09DQXeGhtbYU/SuP5K6n1t/3mvAsP3Wng85+0bvn1OVdKx/3m/AB+8andaG1t5bLVZ8+eRUVFBQwGw5ze6mAwOFvq3NcHhmHQ3NwMkiTXvcv4zrZyGOtLYHJPL3nc+7c1oqwg+0KDIAg0NjaioaEBAwMDsFgsuHr1Kmw227w+Wbb/2mw2IxgMori4GNu2bUNtbW1GNvMikQgikShrYrOiogL79u3jDPjYsRwrEUJCE5nHqRE8+rIFlpEZ7mcyiQjv29KAr7/biFJl+isN2L3hQu9XusVmXmQKg7zI3CAkiszlmJ6ehsViwdDQUErikoXPTOb1QS++/vtri7pNxRkGX3nmKjY3lUJTk73B3WwJWDQaXfK4ZBfUTDryLiYuFQpF1vqjysrKsG/fPoyOjsJkMnEzGTUaDSKRCJxOJ2Kx2IKbWqHxrXs2weyeWbTnsrJQhu99ZMu6fwiyGUmNRgOz2QyXy4WBgQG0tbWhsrISdrsdk5OTkEqlMBqNc3rDXMM+hJdx6WSxDs8sf1CeeTAMAyrF987snj0uMVttt9vhdDpx6tQpVFdXQ6PRYGxsDE6nc0OOmCEIAj/86FZ85CdnMO5bOMjY2ViKr90lrIBIYm81W65++fJl2Gw2LvNsMpkwPT0NhUKBLVu2oKWlJSvrV7bFZmVlJfbv38/NqWaFUHt7OzQazZICUkgi87nLg/jSby/P209FYjSeujCAa4PTeOqze1CsSK/QZPeGSwnGtYrNfLmssMiLzA1CYrnsYqxWXLLIZDIQBMFLJvOJ072gl1k7YjSDJ8/04Vv3bEr7+VOFFWyLvQczMzPcEGggsy6osViM67lkDaAkEgmUSqVgzDdYgwqXy4Xu7m5cv34dwDsZz6XK84RCVZEcz35+H757zILfvz0If2S2x1UqJvDuznr8zW16NFes76xOIkVFRdi5cyempqZw5coVOJ1OOJ1OEAQBjUYDnU43rz9PIk79M5aI10dvazYQEwTiKRjFJ7/FMpkMRqORy1b39fVhbGwMwGzAqLOzU3BVBplAXV2E5/7iAH7wqg3PXRlEKDobKKkslOHPdjXjCzdqBOUhkIhIJEJrayuamprgcrlAURQuXboEABCLxdznLYRnRbbFZnV1NaqqqjjXXrbKZqkZs6zIzHYvsjcYxUO/WzxgDwBm9zR+eNye9oAIuy9Kpae1qqoK+/fv50afrFRsCn2fsFEQ5mqXJ+00NjYCADfLMpG1iksWdsQFHyLzmHkkpeNe6R7JqsgEZjdgyZlMn88Hq9U6Z8SGTqfLiAsqO+cyFotx4pItixXChiGRWCyG3t5e2Gw2RKNRKBQKxGIxbkSJRCJJy2gYvqkolOEf3teJv7vTAMvwNGgG0FQX8drvImTY0vupqSnOUCocDsPlckGhUMwzHWmvKkJlkQyeRTJCiWSzvy2XIQgC21vLccbpWfbYHQv0u9M0DbfbDbfbDYZhIJVKEY1GMTU1hZ6eHsjl8g05K7mxTIlHP7gZR95jgGsiALGIQHtVEWQ5YvQVDAYxPj7ODbQXiUSIx+MYGBhAUVER6urqBLOBz6bYTHTtZWfMWiwWOByOBUfERCIRLhCfTZ69OIBAJL7scf9zvh9/fasurSZVS5XLLgRBEJygT0VsMgyTz2QKjLzI3CCUl5dDoVDMEZkejwdOp5MTl83NzdDpdGvKqvElMv3h+Q6TazmOT2QyGRe19Pv9nLhkR2zo9fqMlJAtJi4VCgUvA9bXAmsoYbPZOHfirq4u1NfXIxaLcX1gb775Zk6V4RXJJYIwpMoWieYviYZWCoUCw8PDMJlMuH79OhwOB0iS5EZkyCQi3LezBf/+J/uSr6+UivHBHJ41mm0+vrc1JZH58b2t3H+zRk1msxmBQACFhYXo7OxEQ0MD/H4/KIrCwMAABgcH0zpnMNcoVkjR0ZBdt+uVEAqFuKw0wzBoaWkBSZKQSqXo6emBzWbDW2+9lZLpU6YRitgcGRkBRVFc36ZGo4FKpeICMNnOYgLAhb6JlI7zBqOwjfjQ2ZS+73AoFFrV/MpksZlYRtve3g61Wj1HbBIEIZjv5kZHWDvNPLwhFotRV1cHt9uNs2fP4siRIxgfH8e3vvWttIhLFoVCgamppd0KV0N9qRKuicCyxzWUZX8zI5PJ4Pf7cfnyZW5+WH19PUiSzIgwisfjCAaDOSEuaZqGy+WCxWJBKBRCYWEhNm3ahMbGRu4hIZVKQZIk2trauE3Q8PAwtwnaiBtYoRMIBGCxWLjgSlNTE0iSnJPZYh0u+/v7udI8u90OkiRRX1+PL9ykxpv2cVzuX3g9IQB85wOdgjBRyVXu6KjDe7sa8PyVxdsoDu9txZ72ynlGTQqFAl1dXWhpaeEMYoqKirBjxw5otdo5cwbZUUzr1Vk2l4lGo1wQLx6PLxjEY0ecOJ1OzvSpvLwcJEmueh4uHywmNmmahlgshkgk4lVs1tXVoba2lhsRYzabObEZDocF0Y8Zi6ee6UvFJX0lhMNhyOXyVX8GC4lN1sm8vb0dKpUqY6aFeVKDWENqOZ+TziEYhsGuXbsQCARgMpkgEolw11134Yknnkhr78ylS5fgcrlw9913p3Ux/8FrNnz3mHXZ475+lwGfOdSetvOulGAwiFOnTsHvnzV9yeT8xoXEpVgshlKpFKS47O/vh9VqRSAQQEFBAfR6PZqampZ9SPh8PpjNZgwNDXGjEbRarSAe4BudUCgEm82G3t5e0DSdcnCFzWRbrVZEIhGUlZXBaDSioKQc33mZwrNvzy3xMtaX4G9v1+Mmsobvf9K6Jxan8YPXbHjiTB+8wXfK/KuKZPjMwXb8+aF2TExMwGQyYWJiAlKplHN/Xq7cfmJiAmazGePj4xCLxVCr1dBoNILI6Gx0aJrmxpFEIhGUl5ejo6Nj2XaESCQCh8MBh8OBeDyOyspKGAwGwbUxsKWT7PMQAPdM5FNsJp7f7XaDoijMzMwaZxUVFeGGG27I6vP4u8es+MFrtmWPk0lEOP+1d6G0IH336vHjxyEWi3HDDTek5fUYhuHE5sTEBMRiMTcGLb/GpJ1V3TB5kbkB6O7uxre+9S089dRTIAgC7373u/HII49gy5YtaT+X2WyG1WrF7bffvqqBxYvh8YVx5/dPYnRm8VLchlIFXv7SIV6st5cjGAzCZrOhr68PND1r9rBv3z5UV1fzfu54PI5QKMQNOgZmXSAVCoXgFlrWCt9iscDv90OhUECv18/JhqTK5OQkTCYTxsfHV7TxzZN+IpEI5zYaj8dXPb80OatSXV0No9EIkaIQF3onEIzQaKkowKbGEsFkT9YLwUgcb9rHMRWIoKpYjv3qKgT9MzCbzRgZGVmTSGR71lg3Ya1WO8dNOE/mSC53LioqgtFoXHGvZTgc5koW2XuVJEnBGT4JQWwODg7i4sWLAGZbitjMcDaeVYNTQRx89PiyRorv39qI734kvXvEl19+GRUVFdi9e3daX5cVm2azGSUlJdi0aVN+bUk/eZHJB9PT0/jGN76BZ599FqOjo2hpacHhw4fx1a9+NeUH7euvv44nnngCJ06cwMDAAGQyGQwGA+6//3584Qtf4O1mYMXl008/DYIgoNVqYbfbMT4+jrIyfmb0OZ1OXLt2DTfeeGPas3eW4Rk88PO3MOSdPyKluUKJxx/YBXU1/y6tiSRnbmpqalBQUIDe3l68613v4tX4gqZpBIPBnBGXiVFduVwOnU6H1tbWNT1oGYbhxp6wJXwkSWbNYn+jkdgvm84RM+FwmHNspGkaDQ0NIEkyI0ZZeTCntzK5l3a1LDQXNR1rQJ7UYddKr9cLuVzOrZVrKTFMfgbW1taCJEne9hirhWEYrnw202IzGo3ipZdeQk1NDfx+Pxdg1Wq1Wfn+/+srFvzw+OL97hWFMjz34P60uqDTNI3nn38era2tvCQ4gNn3ORaLQSqV5kVm+smLzHQzPT2N/fv3Y3JyEr/97W+xfft2HD16FIcPH8bBgwfx/PPPL7s4/PKXv8THP/5xbNu2Dd///vexZcsWjI6O4jvf+Q5++tOf4tZbb8VLL72U1huiu7sbjzzyCJe5vP/++3HkyBE89dRTOHLkCLq7u2E0GtN2vkSGhoZw/vx57N27FzU16S9lC0bi+H9XBvHCVTcm/BFUFslxd1cD3rO5Pq0uaMuxVBS3t7cXV65cwaFDh1acyUmFXBOXbH/K9PQ0ZDIZF8VN53d+oWHhRqMxY8PCNxrJ5a18mYGwvZ0ul4tzvtbr9fk+XJ4IhUKwWq3o7e1dtJd2rbCZHYqi4Pf7oVQqodfr0dzcnO+n4ompqSmYTCaMjY1BIpFwVR/pXIODwSCsVitnHJRJH4KVkA2x6ff78eqrr8JgMECj0WBwcHBONQ8bbMnU959hGPzwuB3/8Sf7vHnEZF0xfnjfVmhr0xvQCwaDeOWVV6DX60GSZFpfmyUajYKmaUgkknzgKv2s6sbIS/0l+PrXv47r16/jxRdfxIEDBwAA9957Lx5++GF8+ctfxk9+8hN84QtfWPI1QqEQZDIZnnvuOTQ1zbogFhUV4bHHHoPZbMaxY8fw5JNP4pOf/GTarvu//uu/8PTTT+PjH/84jhw5Aq1WCwBoaGgAMCsE+RKZrLEDO3Q33ShlYnxkZws+srOFl9dfjuSywMrKSqi1OtTVvGN+wPYGsg6z6YKmaYRCIUQiEe7hyPZcClFcjo6OgqIoTE1NQSqVwmAwpH1jw8K6Izc0NHB9RufOnUNlZSWMRqPgSrhylWSjpqKiIs4FmI/NWUFBAbZu3Qq1Wg2KotDX14f+/v58H26aiUajnIFGPB5HbW0tDAYDL73kBEGgqakJDQ0N6O/vh8ViweXLl2Gz2WAwGNDQ0JAPDKUJv98Ps9mMwcFBiEQiqNVq6HQ6Xu4bpVKJrq4uaLVazvTL7XajsbERer1eMFUIiYIyUWzGYjHexCa7F5DJZBCJRGhubkZjYyPnS3D16lXYbLaMBVsIgsBf3qLFJ/a24bkrg+gdD0AhFeGQrhq7VRW83H8rHV+yFvLrh3DIZzIXYWZmBjU1NSgvL+fs91k8Hg+qq6uhVqthsy3dQP3cc8/h2WefxZNPPjnvd9/5znfw0EMP4b777sOvf/3rtF376OgovF4vJy5Z/vjHP+KOO+7AE088gcOHD6ftfIn4fD689tprMBqN886fyySbHTDKMlyYLsLL5gl4/BHIJCLcaqzFJ/er0FIQw+nTp7Ft2zY0Nzev+dy5JC4BcAOqJyYmIJFIlhxQzRfJm+b6+noYDAbBbHRyjeTsE2vUxI4cyRSJRjISiQQajQZqtTpfGrVK4vE4nE4nN5e2oqICRqMxoyYuyeOLSkpKYDAY8lUIayAcDsNqtaKnp4fLSBsMBhQUpK/8cTl8Ph8sFgsGBgYAAM3NzdDr9YKbnZqJzObIyAjOnj2LnTt3QlFahacv9OO0w4NIjEZ7dSFuapGC9rgQDAZXZIKXSyS+B2zCI92weySpVLqu3juBkM9kppPjx48jFAph9+7d8xaZyspK6HQ6WCwWWK1W6HS6RV/nnnvuwT333LPg79gNb7qHx9bU1CxYqlpfXw9gNpPJF3xnMjMNa0TicDgQi8VQXl6OeGkTvvQHO7xBH3dcJEbjxatuvHjVjYduU6MOa89kLiYuFQqFIDM4Ho8HFEVxTpJarRYajSYr1yqVSmE0GqFSqeaNPcmXW6YOW+5sNpu5XtrNmzdntLQrkYqKCuzbtw9jY2MwmUygKAo9PT3Q6XRoa2vLbyxSJDkjXVJSgu3bt2dl9iFrKNTa2sqNyDh37hzKy8thMBgyYp62Xkjuka6pqYHRaMyIu3kyRUVF2L59+5zM5sDAAFpaWqDT6TIqeJciE5lNdi/whnMG3/zjFYSi75SonnF68KtzwAe2NeJz20rgdNhw6dIlWK1WTmyuh2ALuydMpyFkMolBgjzCIC8yF+HatWsAgLa2tgV/z87su3bt2pIicyms1tmRHIcOHVrV36+UxsZGAPyKTLYWni2NyFWi0SicTiccDgei0SjKyspAkiQUJeW46V/emGP1n8w/veLAXxgJ6KOLH7MUNE0jHA4jHA7PE5cSiURwG+nJyUlQFIXR0VGuJEsoM/GUSiW2bNkCtVoNs9mMvr4+DAwMcOWWQswECwGGYThHULbcuaOjI+29tKshcfi52+2GyWTCtWvX4HA4QJLkutmU8QHDMBgaGoLZbOYy0tu3b58zlzZbSCQS6HQ6qFQq2O12OBwOnD59GtXV1TAYDLz0t68XaJpGX18fLBYLwuEwNwJICAK9pKQEO3fuhNfrnVPy3traumYzqXSynNiUSCQgCGJV90kkEoHFS+A/z9oXdXV99u1ByKViPHL3u9DX1wer1Yq3336bE5tCuEfXAt/lsulO1uRJD3mRuQjDw8MAsOiDjXVOGxkZWdXrR6NRPPPMM2hoaMAnPvGJ1V3kCiktLUVBQQH3b+MDgiAgl8tzVmTGYjEumh6NRlFaWgqSJLnSrcdP9WDCv3yG8k9uAretMJO5mLiUy+WCLP9gNw3Dw8MQiUTcwHUhZgmLi4uxa9cuTExMoLu7m3ND1Ov1WbOSFyrJJal6vT7j5c6pQBAEGhoaUFdXh/7+flAUhbfffhs2my1v+pQEGzRIdBbNZkZ6KRL7t1mH4RMnTqCurg4Gg0FwRjLZhHXtNplM8Pv9KCwsxObNm3nrkV4LpaWl2L17NxeU7OnpQV9fH/fcEEJQElhcbEaj0VWLzUgkgpdcomXHhvzmnAufv0GN9vZ2tLa2cmXkFy9e5MRmrvYss5lMvj/n1QYC8vBDXmQuQjAYBIBFN1ZsCWAgEFjV6z/66KNwu904evRoxspGxGIx6urq4Ha7wTAMbzeiQqHIuXLZWCyGnp4e2O12RCIRlJSUYOvWrfNmh710PTWBbpokMB1ITWjTNI1IJIJQKMSJS5FIxLnFCm0TOD09DYvFgqGhIRAEwUWkhVL+tBQVFRU4cOAARkZGYDKZcP36dTgcDhgMhg2fAfN6vXNmImo0mpww1xGJRGhtbUVTUxN6enpgtVpx7ty5rPQXCpHkoAGfBlzpRC6XY9OmTVCr1ZzD8PDwMBobG0GSJIqKMjuuSmiMj4+ju7sbU1NTgg4aJFNeXo69e/dy7RUOhwO9vb1ob2/PWnvFQqRTbDrH/ej1LX8cA+DpiwP461t1c8rIWbF54cIFlJSUQK/XCzKQsBThcBgSiYS3dSefyRQmwn7KZBE2GxNdpOSRrbFfzcb69ddfxyOPPILvfe97uO2221Z/kaugvr4ebreb13PI5XLMzMzweo50kWw6UVxcvKRb5vQSZbKJMCDgXUZksuIyHA6Dpmd7NEQiEeRyOedCJyRyxchhOQiCQF1dHWpra+FyubgMmN1uh9FozEpfWjaZmZkBRVFc0EClUgmqjC1VWGHc2trKlVu++eabvDqlCpnp6WmYzWau0iBXggbJsCXvGo2GW3+GhoY2bH+11+uFyWTC6OgoxGIxSJLMSfOryspK7N+/nzOKY7PW2TCKW4pEsRmPx+eITZFIxP1uKYa8qVd2DUzMTVywBmdtbW3o6emBzWbD+fPnUVpaCr1ePy8QLlTC4TCvWcx8P6Ywya1VKYPU1dUBmO03W4ipqSkAQG1t7Ype98qVK7j33nvx0EMP4Ytf/OLaLnKFsJvry5cvg6Zp3koE5XI5otEo4vG4YMsQk8VlUVEROjs7ly1FqS6WgxpeXkCLCUDKLCxIc01csrMK+/v7wTCM4CzpVwubhW1qauIcNs+ePYuqqioYjcZ13wOWOIMSmA0akCSZExnppWDLLVUqFTfzcWRkZMNkwAKBACiKQn9/PwiCQFtbG3Q6Xc6LsUQjGba/ur+/H21tbdBqtTkXFFkpgUAAZrMZAwMDIAgC7e3t0Ol0gikzXS3V1dWoqqriesAtFgucHNhJzQAAIABJREFUTic0Go2gMu5s9lIsFnNik6Zp0DS9rNgUM7GUz6OULbxnYuebsmLTbrfjrbfe4vwihB4cDYVCGblHhfwebESEcfcKkM7OTgBAT0/Pgr/v7e2dc1wqXL16Fbfccgu++MUv4uGHH17rJa6K+vp6+P1+eL1e3mYHsgtJOBwW3IY1Ho/D5XLBarUiFAqhsLAQmzZtSrmp/p4tjThpG1/2uN0NMiA+V2TmmrjMleHaa4V1wm1tbeXGnpw4cQINDQ0wGAzrTpSEQiFOfDEMg4aGBpAkmfNBg2QUCgU2b97MzdhkM2BseXeui65k2LEVvb29oGl63YrqkpISrrfPbDbD6XSir69PcOWW6SISiXDjSNjP1WAw5FwFyVIkmnmNjIzAbDbDbDbD4XBwwiqXxWZTAY0iKeBLoRDqFsP8yQCJSKVSziCL9Y84e/YsysvLQZIkqqurBSm0wuEwr9Uk+XJZYSKMu1aA3HzzzZDL5Xjrrbfm9S96PB5YrVZusHEqsALzwQcfnCMw+/v7cfToUXzmM59J9z9hQdj5RENDQ7yJzMQxJkIRmaxlv9Vq5WZRbd26dcWzqN6zuR7/8Sc7esb9ix4jFRN4H1mESNjDnTuXxGUoFOKMcWiaRm1tLUiS5Myu1isymQwdHR1ob28HRVFwuVxwu91obW2FXq/P+UxJJBLhStLi8fiG+VwLCwvnZMB6e3vR39+/bkQJO2bJbrcjHo+jpqYGBoNh3X+u5eXl2LdvH8bHx2E2m7k1S2gZsNXCmtDZbDbEYjFUV1fDaDSu6881sZXB7XaDoih0d3fDbrdDp9OhtbVVMNVRKxKb8Sje1abAH2xLe1Woqgpxg25pkckilUqh1+uhUqngcDjgdDpx5swZVFRUgCRJVFVVCUZsxmIxxGKx/PiSDUhur8I8UlxcjE996lP40Y9+hJdffhl33XUX97vHH38cDMPgS1/6Evez6elpfPSjH0VlZSV+9rOfzVkIr127hltuuQWf//zn8c1vfnPOeRwOB7797W9nRWRu2rSJl3MkZjKzDU3T6O/vh8Vi4cTlli1b0NzcvCpxp5CK8fgDO3H4Z2+hzzPf9EkuEeGH921FXXwUPT2jCAaDiEQinLgkCIKbcyk0cRkOh2G32zkRUl1dDZIkeQtGCBWlUomtW7dyY09YUaLRaATVK5Qq7DgednZeZWUlDAbDhjPEYTNgExMTMJlMnCjRarVQqVQ5J0rYkn+r1YpIJILy8nIYjUZUVVVl+9IySlVVFQ4cOIDR0VEuA+Z0OrkMmFBESaokzzAtLS3lesU3CqxzdH19PQYHB0FRFK5duwabzQa9Xo+WlhbBPD9TEZuRSAQf2VQLD4oWrYQqL5Dix/dvg1i0MpEkk8lgMBigVqtht9vhdDpx+vRpVFZWcmIz2/A9viSRvMgUFsQaUszrPjft9Xqxb98+eL1e/Pa3v8X27dtx9OhRHD58GPv27cOLL77IbUyeeeYZfOhDHwIAnD9/Hjt27AAAXL9+HTfddBPC4fAcocoyOjoKp9PJld/yzbFjx3DbbbfhZz/7GR544AFezjE5OYkTJ06gq6tr0TmjfEPTNAYGBmCxWBAIBKBUKqHT6dL2cPKHY/j9pUE8c3EAw94QihQS3Gasxcf2tKK+RA6TyQSHw4Hdu3dDLpdzo13kcrlgHo4skUgEDocDDocD8Xh8w4qQxfB4POju7sbk5CRkMhk39kRon2My8XicM4qIRCIoKyvjhttv9AcxwzCcKGFHeuj1+pxw50wOnBUXF8NgMOSMAQifsHNAKYqCz+eDQqEASZKrDipmEoZhMDw8DJPJBJ/Ph4KCAhgMhpyfj5gO2O+81WpFIBBAQUEB9Hr9iiuRMgHDMJzYBGbX4WPHjqGtrQ2Gjk78/FQPfnG2DwOTsxMMFFIR3relEQ/epEFzxdorv5KDxVVVVSBJMqvP84mJCZw8eRJbtmxBa2srL+eIRCJgGEaQjvzrhFUtQnmRuQxerxff+MY38Oyzz2J0dBQtLS04fPgwvvrVr84psxoaGsLBgwdRWVmJN954g+v3efjhh+dlL5NhLaozwfXr19HZ2Ylvf/vb+NrXvsbLOYLBIF555RXo9XqQJMnLORaDYRhOXPr9figUCk5c8h3RpmkasVgMoVCIK/VRKBRcv5+QIurWkRlc7PVgbGwMisAoauUxlJeXw2AwCKrMRijk0gaQHczO9h0XFxeDJMmcs7zPBAzDcJkSds4gSZKC/FzZmYhmsxk+nw9KpZITUEK71mzDBhkpikIwGBT05wrkbiAr0yRneQsKClDeqEZxRRXqSpQoLRBOlQnDMJiamoLZbMbY2Bh0Oh00Gg0kEgkYBuifDCAap1FfqkShPP1VFKFQiBObNE1ntTJpaGgI58+fx549e1ZslpkqbLZUJpMJ8h5fB+RFZp7lmZycREVFBR588EH8+7//Oy/niMfjeOGFF9DW1oauri5ezpEMu1m0WCzw+XyQy+UZ7eFg51yy0UtgduPgcDgQCoVQVlaGjo6OrJeuWIZncOQP13C+d65rcmd9If7xA1vQ2bR++33SAbvJoSiKMzIQSikbG2ChKIqL9pMkueHnf6YCK8wtFgvC4TBKSkoENc5mbGwMJpMJU1NTnAgRWuBKiMTjcS7gwn6uJEkKJuubOGaGHcGTiyX5mSYWi+HHf7yC37w9jKH/tUcQi4DbO+rw4E0adDRkd1xRKBSCxWJBX18fgFnnbp1Ox1W+iUQibs5mJq4l0WOhpqYGJElm1D29p6cHV69exQ033MBLTzHDMNxYwbzI5I28yMyzPDRNo7S0FLfffjueeeYZ3s7z0ksvoaqqCrt27UrL68XiNM73TmLCH0F5oRQ72yogFYu46D5FUZiZmYFcLs9oL040GkUwGOTEJUEQkMlkUCgUEIlEiMVinClHLBZDXV0dDAZDVhxauwen8OGfnIE/QmP29p27ZhTIxPjNZ/agqzkvNJdDSKYcyfeAQqEQXN9SrhCLxbgS42g0isrKShiNxqz1JbMOqmNjY9y8vPb29rwIWSHJn2tZWRmMRiOqq6uzcj3BYJAzF2NHKa0Hc7FMwDAM/u7Za/ifC/3JvwFAQC4h8NPDO3AoRQOddBKLxWC32zkTrrq6OhiNRhQXF88rowVmnc3FYnFGRFEwGITNZkNfX1/GDf3MZjOsVituv/12Xr7jrMhk9195eCEvMvMsD8Mw0Ol0qKmpwZtvvsnb4nb8+HFIJBIcOnRoTa/DMAx+fqoXj51wYnj6HWe22hI5Pry5ClsLJjAzMwOZTJZRq/PlxGUy4XAYFouFGxvR2toKkiQzsqlgx7Z88jcm9EwvfSxZV4yXv3gwHwlMkWyOF2AYhstweb1eyGQy6HS6nDQ7ERqRSIQz0WA3i5kMDs3MzICiKAwNDUEkEkGlUkGr1eb8TMRsk+zEW1VVBYPBkLEgAuvw7HQ6QdP0uh2TxCdPXejHV565uuQxSgnwwp9vRXtzZloEkitcysvL0dHRsWAfJMMwiMVinBkgkFmxGQgEOLHJMAzq6upAkiSGAgR+da4P1wa8AIDNTWX42J4WkHVrX/MuX76Mvr4+vPe97+Ul8EnTNKLRaF5k8kteZOZJjUOHDmFgYAAOh4O3Re3UqVMIBAK49dZbV/0aDMPgm8+b8Pjp3kWPOVgPHLljtsQoU+IyFAohFpsdrkwQBKRSKZRKZUqLp8/ng8lkgtvt5sqj2D6NdJNoEGIbD+Kfr6Z2jqc/txc72zaWo+xaCQQCoCgK/f39IAgCKpWK10HpHo8HZrMZHo8nn+HikcSyN4Zh0NTUBJIkeQsiJGa4AKClpQUkSa67mZ7ZhjVHYcVebW0tDAYDb3P84vE4V/kQjUZRVVUFo9GY0ZLF9QDDMLjz+ydBDc8se+z72+K4t+MdnwG+rmdkZATd3d3w+XwoLCyEwWBAQ0PDsnsrmqY5J1qWTIvN2TnYLjzXS+C4e+H9y2dvaMff3UGu6ZrOnTuHyclJ3HHHHat+jaWIx+OIxWIQiUT5ZyB/rOoLkFue7XnSQn19PS5cuIB4PM6bMFMoFJicnJw3Y3QlnHZ4lhSYAHDSDQwTFdDzLDDXKi5ZioqKsGvXLs7ogc1ukiSZtvJGhmE4Jz6/3w+lUoloaTMAd0p//3bfZF5krpCCggJs27YNarUaJpOJGxCv1WrTGgBhjSRGR0chFouh1WrXxaxHoaJQKNDV1QW1Wg2KojAwMIDBwUG0tbVBp9OlrRIhOSPe0NAAkiRRXFycltfPMxe5XM7NxJ3daPdhZGQk7e87uxazBkQlJSXYvn27YHp9c42R6XBKAhMAesKF8Hq9OHXqFC8Z68nJSXR3d8Pj8UAmk2HTpk1QqVQpP8NFIhFEItEcscmW02ZCbLLj3F4fleG4uwcLtdAAwE/ecKKiQIbP3qBe9blCoVB+fMkGJS8yNyB1dXUIBoOYmpriLcInl8u56NJqI0tPnulN6bhfnOnFDTp+emsWE5cKhWJNJYmVlZU4ePAg3G43TCYTrly5AofDgY6ODtTW1q5qsVzIvn/z5s1oaWnB0FkXUhWZ8dVXN2x4SktLsXfvXq6MlaIo9PT0rHk8xvT0NCiKgtvt5son0yly8ixNUVERduzYAa1WC7PZjJ6eHrhcLqjVamg0mlWvcck929XV1TAYDPkMV4ZQKpXo6uqCRqOBxWJBf38/hoaG0NLSAr1ej4KC1Y2UYDNcJpMJMzMzUCqV2LZtW96Ea40EIrGUjxXJlLj11gOw2Wzo6enByZMn02J64/f7YTabMTg4CJFIBI1GA51Ot+o1IJtiMxCJ4b9Ps72ti5/jR687cHhvG5Sy1e15wuEwryXha6jIzMMzeZG5AWloaAAwayvNp8gEZheX1Sy+DMPgrMOT0rHnnBMrfv3liMViXM8lm42VSCRQKpVp63djB07X1dWht7cXFosF586dQ2VlJTo6OlJ+ELLGLxaLBdPT05DL5di0adOc3jzjCtz2su3Mtx6orq7GoUOHuCDC1atX4XA4Ui6lYvH7/dzmF8CaN7951kZpaSn27NmD8fFxzsyip6cHOp0OKpUq5bUh2fU020Y0G53CwkJs27YNGo2GK1fu7+9fVcZ6YmICJpMJHo8HUql03lqcZ/XUlCggFROIxpcXFc3lSu5ZqFarOYfV0dFRrg9xJeXRydUGzc3NIEkybWtxNsTmMdMIZkLLC3dvMIpXzSN4b1fDis/BMAxCoRCvzvqsyMwHcIRHXmRuQBJF5ubNm3k5BysyQ6HQiiNY4+Pjsw300ShSKQOPJvQ0rBV2zmUsFuPEJVsWy9cmQSQSob29Hc3NzbDZbHA4HDhx4sSyJjLJA+WlUimMRiNUKtW88sydbeXQ1hTBNupb8lqaK5Q4qMnumJX1QmIQgR2PceHChZTG2QSDQa6Mj2EYNDY2Qq/X58snBUJVVRUOHDjAZau6u7vhcDi4uZWLZayTyyeLioqwefPm/AxTgVBSUoJdu3ZxZelsxpo1XlqqLH1mZgZms5nrt9dqtdBqtfkesTRSJJfg3Z31+MPloWWP/fCOZu6/lUolNm/eDI1GA6vVCpfLheHh4ZTKo+PxOHp6emC1WhGNRlFdXY2Ojg7e+nczKTbd3tDyB/0vF0wO3KItW7GojkajYBgmXy67QcmLzA1IosjkCzbyyw7ITQWPxwOKojA+Pg6xWIy2CgWoseX/Xl+79o13NsRlMoki0Ww2c6Vb7e3t0Ol03AaHdRWlKAqTk5OQSCQgSXJJ4xeCIPCtezbh4/99DjF64SiwmCDwyD2bIBLlF+p0wpa3Njc3w+FwwGaz4dSpU6ipqYHRaJyzWcm0IUme1UMQBOrq6lBbW8vNJ718+TJsNhuMRuMc4cgwDIaHh2E2m7nyyS1btiwpSPNkj7KyMuzdu5cz2LLb7ejt7V3QYCsYDMJiscDlcnHO4Xq9Pm/WxBMP3qTBK6YRBCLxRY85oKnCXvV8Z1e2D1Gr1c4pj25qaoJer58TEGfnDpvNZq6fdseOHRmbiZwJsVkoT10CBGcm8eqrr6KlpQU6nS5lsRkKzQpZPls78uWywiXvLrsBMZvNMBqNeOSRR3DkyBFezuH1evH6669zpSpLMTExAYqiMDY2xm3INRoNXugex5efvrLsuR79QCc+srNlVdcZj8cRDAbniEuJRAKFQpERt9ql8Hq9MJlMGB0dhVQqhVarRWlpKaxWKzweD8RiMdRqNdRqdcrGL2/axvHVZ69icCo45+f1pQr8472duInM/GyxjUY4HObKrljHUo1GA7fbDYfDgVgslvHRCnnWDk3T6O3t5UpgS0tLYTQaQRAEzGYzJicn82NmcpCFRgVptVo0NTXB6XRyY27q6+thMBjy1QYZ4JzTg8/98iImA9F5vzuorcJ/fGwbShTLZ5BnZmZgsVgwODgIgiDQ3NwMvV4Pv9+P7u5ueL1eKBQKGAwGNDc3ZzVTluxGSxAExGIxRCLRqq9rcCqIg48exyJxZw4xQeClz2/HlLsXw8PD3GxXnU63bDBlbGwMp0+fxvbt29HU1LSq61wONpkhk8ny2Uz+yI8wyZMaXq8XZWVl+PznP48f/ehHvJwjHA7j6NGj0Gq1MBqNCx4zOTkJi8WCkZERiEQitLW1QavVchGvSIzGfT89i4t9k4ueZ0tzGf7ns3sgl6xsw7aQuBSLxVAqlVkXl8mMjo7iypUrCAQCAGYfLu3t7auemxenGbxhHcVl1xQAoLOpDDfpqyERr8+Min3Uh1+e7cMp+zgicRrtVYX4s10teJehFuIsZm39fj9MJtOcioLS0lJ0dHTke/NyGNbMx2azcXN0RSIR5zScL5/MTdjed5PJBL/fz/28oqICHR0dgggIhaJxXOidhD8SQ2OZEh0NJet20+0Px/CHy4N4zTyKQCSGxrICfHhHE3apKlb8b040VmMRi8XQ6XRob28XzJ6AYRhuzmZiH+JaxOaDv34bL15d2hTwvV0N+OF9WwHM37exYnOxTOXAwAAuXryIffv28fJcYxgGkUgEQF5k8kx+hEme1CguLkZJScmcBTXdsDf7QuWyU1NTsFgsXESMNVdIjojJJCL8/IGd+JunruCYaWTe69xC1uC7H9myIoEZj8cRCoW4PgEAXOZSiJu/qakpOJ1OBAIBEAQBkUiEeDyO8fFx1NbWrmrRFosI3EzW4maylocrFhY/P9WDbz1vmhMR6/ME8CfLGPa2V+Kxw9tRnELEO93QNI2RkRF4PLPmVmKxGPF4HD6fD5OTkygvLxfMxibPygiFQpiZmeEEJjD7eU9PTyMYDApyncmTGsmZJIZhEAwG4ff7UV5enrUNbjgWx/dfteFX51zwBt/J7pF1xfjrW3W4raMuK9fFJ4VyCT62uxUf29265teSSqXzqoFomkY4HEYsFhPMWkwQBNfKkyg2Y7HYqsXmP76vE73jfnQPTS/4+87GUvzD+zZx/19eXo49e/ZwFWg9PT3o6+vjKtCSxWYmymWBd96bPMIin8ncgDAMA5IkUVFRgdOnT/N2Yx49epQb6QDMZlAtFgvcbjcIglhRbb9tZAbPX3Vjwh9GRYEM7+lqgG4FvZg0TSMYDOaMuEyMrCaWpshkMi5LEovFUFNTg46ODpSUlGT7kgXH0etufO6Xby95zLsMtfivT+zI0BXNfg8HBgZgsVgQCARQWFgIkiTR2Ng4pyRPLpendXZqHv5JNmti3ScJgpjTs5duV8o8/MIarJlMJkxPT0OhUIAkSTQ1NcHlcsFqtSIUCqG4uBgkSWbcxCkap/HpJy7gDevYosd85/2d+LNdq2spWc9Eo1HY7XY4HA6u5NloNCISiXAtPGKxmBNQmTCvWQkMw3BltGvJbPrDMfz8VA9+dc7FmQE1lCrwsT2teGB/Gwpki4vsZC+N5Pequ7sbdrsdd955Jy/znGmaRjQaBUEQ+XnR/JIvl82TOjfeeCP6+vrgdDp5eyC+/vrrAIBt27bBYrFgaGiI63vQ6XSLuqamk1wTl4v1iCRvSJP7+lpaWkCSZN5s4n9hGAbv/sGbMLkXjs4m8tJfHoSxgV+RnjzDVKlUQq/XzzN+YRgGg4ODMJvNCAQCKCoqgsFgyLuPCphIJMLN4ovH46irq4PBYJgX+PH5fDCbzRgaGuLaA3Q6neA2rnneYXJyEiaTCePj41xffHt7+5x+WtZ91GazIRKJoKysDAaDAdXV1Rm5Z//7zR488oJpyWMkYgJvfuVm1JXm5+oCs/sC1vE7HA6jvLwcmzZtmlfyzDrdJ3ogrGUuLl+kS2zSNINx32z1WVWRfEUmgMnvVXt7OzQaDa5du4ahoSG85z3v4eV+YOexi0QiwX0u64y8yMyTOvfddx9+//vfw+fz8VYKcvLkSUxNTXHlRaxgypS4DIVCiEQi3KLL9lyuZCGiaQYm9zSmg1FUF8uhqSniZaFMnoe4kNvdQiRuXIX8EMw0luEZ3P5vJ1I69tMHVDjynoX7htdK8pgZuVwOrVa7rPELayJjsVgQiURQXl6Ojo4OVFbOd0zMkx1isRicTidXVVBZWQmj0bhsb97U1BRMJhOXJdFoNPleTYGRHBBge+CXypREo1E4nU7Y7Xbu+2AwGHi9ZxmGwc3/+gZ6xv3LHvuXt2jx17fqeLuWXIB1eTaZTPD5fCgsLJznBL3Q3yS7uS/kMiwE0iU213J+VmxOTExAIpFAJpOBpmncfvvtvJyTFZlisVgwZc3rlLzIzJM6f/VXf4V/+7d/w8jISNotuX0+HywWCwYGBgAAjY2NIElyxfMyV0O6xCXDMPjVORd+etKJPk+A+7mxvgT/380a3NlZn5brDQQC3NwuhmHQ0NAAvV6/4vLXiYkJdHd3Y2JiAjKZDCRJorW1dcOWWp6wjuHwz95K6di7uxrwg/81NUgn4+PjMJvNmJiYgFQq5TYmK3kQRqNROBwO2O32JbNkeTJHchaEdZFdaeaKLY+emprKu84KhFAoBIvFwpU8r6ZCJDmzXVNTA4PBgLKysrRf77A3hD3/9FpKx+5SVeCpz+5N+zXkChMTEzCZTPB4PJDJZNDr9Whra0v5GbnQXGqtVrvgXOq1Eo3TmPRHIJeIUVqwciErBLGZKMwBQK/X8xJMi8Vi3FiXvMjklbzIzJM6//zP/4yvfOUrePvtt7F1a3o22Gw2bmBgAAzDoKioCD6fD3fccQfvJWGLiUuFQrHiOn2GYfDw/+vGE2f6Fj3myLsN+PTB9lVfbzAYhM1mQ19fH2iaRl1dHUiSXNM8RDZK293dDb/fj8LCQnR0dKCurm7DlVpe7p/C+/7jVErH3r+nBf/wvs60nXtychJms5nLVKUju5yOzW+etcGWMlMUxd1fBoMBDQ0Nq76/kjMri5VR5+EXPoI5oVAIVqsVvb29XACRJMm0jjjpnwjg4P/9U0rHbmspw+++sD9t584VEl28RSIR1Go1tFrtqtdj1mWYoijMzMykXJ2SCm5vEI+dcOKZiwOYCcUAzBrvfGJfG96/tXHFM6yFIDZfeuklALNiUCqVQq1WpzULHI1GQdM0JBJJPkDHL3mRmSd1fvWrX+H+++/Hiy++iLvuumtNr7VYNm5sbAzXr1/HjTfeyNswedYBLhwOzxOXEolkVRu1V00j+PSTF5Y8hgBw9EuHoK9b2YYhHA5zUW6aplFTUwOSJFFeXr7i61yM5EyLkCz2M0WcZnDo//5p3jzQhfjVp3djv6Zqzeecnp6G2WzG8PAwbz13qynjy7M2FjJ+0ev1aTVlYhgG/f39oCgKwWAw34ubITJRlh4IBEBRFNcKkc62kXAsjh3/8ConSJbiIzua8egHN6/5nLkC374FyX32CoUCOp1u1RVE1pEZ3PfYWXj8kQV///6tjfiXD3WtWGiy17qQ2JRIJLy6stI0jeeffx4tLS2or68HRVFcFng1lT0LwYpMqVSaD8zxS36ESZ7UaWhoAIA5M/pWSrKbYnI2bmZmBgAWHGOyVhYTl3K5fM2LzRNnepc9hgHw5JlefPve1DJgkUgEdrudG9xdVVUFg8HAi/ATiURQqVRoamrinPNOnjyJhoYGGAyGjJQtZxuxiMAnD6iWNcQw1pdgn3ptG8rE8nDWCViv1/OSZSwqKsLOnTs5QxK73Y6+vr4FDUlSvv5wDL+/NIgXrgxhKhBFVbEM93Q14r1dDVDKNnZk2OPxwGw2w+PxQCqVwmg0rvp9XgrWbbuxsRG9vb2wWq04f/48ysrKuFLcjUwoGofHH0GBVIzywrUHVBYy2Orq6uJF1BcUFGDbtm3QarWc2BwYGEh5mP1SyCVifHB7E35+qnfZYz+6e2O4y8bjcTidTlitVs6B3Wg0pj3QTRAEGhsbUV9fzzmGX716FTabbcXVCLE4jc88eWFRgQkAv7s0iI7GUnzqgGpV18pmLxPFJuvKypfYZPd+CoUCdXV1qK2txfDwMCiKgtlshsPh4LLAqxWba0iU5ckA+UzmBsVisYAkSXzzm9/E3//936/obxcq9dTr9fN6TsbHx3Hq1Cls27YNzc3NabnuhcSlSCTi3GLXGsmiaQaar78EOoVvd1tlAV7/25uWPIYtw3I4HIjFYqioqIDBYEBV1dozZ6kSDAZBURRcLhcIgoBKpdoQrpY0zeDvfncVT10YWPD3zRVK/PrTe9BcsbpREsFgcM5oilTNmtLFYqMVWlpaUt4sXB/04oHHz2NsZn4gqKlciSc+uQvq6vUflEjG6/XCbDZjZGSEc0pcS4ndSkku36yurobRaOSlr0/I9Iz78ZM3HPjD5UGEorMGcluay/DA/jbc3bW6MmX2nsnWqKCpqSlQFMUNs19rNcLodAh3//spDE+HFj3m3q2N+N5Htqz2knOC5GoAtlc63Z4Ti0HTNPr7+2GxWBAMBlFYWAi9Xo+mpqZlv6d/7B7GZ39xcdlzNFco8fqXb4J4FdnMRDKV2ZwWtbLWAAAgAElEQVSamsIbb7yBzZs3Q6V6Rxyns+SYFbLsbPY8vJEvl82TOj6fD8XFxfjc5z6HH//4xyn9TSgUgs1mQ29vb0qlnj6fD6+99hqMRiO0Wu2arpemaUQiEYTDYc6tViQSQS6XQyaTpW2DEInR0B15OaVj60sVOPPQLQv+jnWetNvtiEajGbe1X4jp/5+98w5so77f/yPJU957ylOW7iRnkZBJQoF8aVllNGkplEAHe5T+SEhDgAQaCBnQflmFUgptAoQyCqWBpDRABhASMkgsnSTvbcvykK0tne73R3r3tRXZlm2Nk3Ov/yJ9Il1yurvPez3P4CC0Wi26u7sRExODqqoqVFZWTus5BoZhsPt0J/72VTOONPUBAPJS43H9+SW4ZXHZpKoivi3PkRbjYRgGbW1toCgKdrsdKSkpUKlUyMvLG/O3Zhx04Ad/OIg+2+jZ88L0BOy5fxlSE/ilohgqrFYrdDodV5VmW55DbSQ+Gr6/tVDM9fGVY839uPkvR2Bx+m8FvWlhKR6/Wh3w/XS4qi97/wtGu95kGS5EExMTg8rKykkLozSZrLjzjeOgfCybxCLg+vkleOyHasRKpm8r4fDEQWJiIkiSDCi4CwU0TaOlpYUbV0lOTgZBEGPObj/w9+/w3nH/yVBfdt93AdSFwanKMgwDmqZB0zT3mlgs5qqeU6W7uxuHDx/G+eefz3XP+X5/e3s79Ho9LBYL4uPjuZbjQPYlDMPA5Trz/BKCzJAjBJkCgeP1epGVlYVly5bhww8/HHOtw+FAXV0dt9HJyckBQRDjtnq63W58/PHHqKysRHV19aSPMxzB5XCWPPVZQLN8S+RZeONXC0e85vF40NTUxHmmpaWlgSCIcTf84aSnpwcajQZmsxkJCQkgSRIymYw3xxcqnB4aHpqBNE4yqX+rr3F3Tk4OSJIM6jztVKBpmpsvc7vd41pqbN+rx/Of1437uY9cqZpUi1Y04SvSUlxcDIIgpjQ3V2e04JvGXnhoBlW5yVhYkTWpeSrgzFwfWzVnW2tD1ZLNB2wuD5Zu+XzM9kEA2LZiJlbOG7tLZnjigB0lUCgUvJhjZlU4KYriVIblcvmkFEsZhsHhhj7so7phdXlQlJ6Ia88rRlH69PyNAGc6DrRaLYxGI2JiYqBQKELSzj4Z2PtxbW0tnE4nUlNTQRCEXyG+O3Ycwx5NV0Cf+/ZtC7GgIri2OGyw6XZ74PR4kRB7JtCcarDZ3NyMkydPYunSpWPuF9lEqV6vh9Vq5eZbS0pKxjyXbJApEol4cT1Pc4QgUyBwGIaBSqVCamoqDh8+7HfT7XQ6ueCSnSMkCCJgUQSGYbB7924UFBRg7ty5Ezq+4cGlaciBd0504yONEcZBF5LiY3CpOg+3LC6HqjD41aPnP6vF9n8bxl333E/n4KpZZ7Jzvg+UlJQUEATBW+EO3+pXamoq1Gp12FqLognfqnQkWp4ngtvtRm1tLTf/W1BQAJIkz6p+Ldq8D53m0VvsWMiCVHzy66WhOtyI4ps4yMvLA0mSU5rfaum14aF/nMahOtOI18uypHjkShUuIfMm/dlDQ0OgKAqdnZ3TWvhp15EW/Pb90+OuI/JT8Mmvl476/Bou/FJcXAySJCGVTq49PpSwKsMURXHtg0ql8py2oRqLaBoB8Xg8aGxsRG1tLdxuN9LS0kCSJHJzc7nf7cZ/avD6V00Bfd6BNRehJCu4v+HjLf34y6FG/FvTBRfNICUhBlfPzMfNi0pQlp086WDTYDCAoigsX748oISd1+vlgk2bzYbExEQu2PT3/V6vF263G2KxmHeepdMQIcgUmBgXX3wx6uvr0dTUNOIh7StSk5WVBYIgJrWp/vTTTyGVSrFkSWDS6b6VS4PRirv+rkWv1X3WWrEIeOq6mfjx+cGZ92Qx29y46vlDaOmzjbpmbmkGdt22EBIRuNYYh8OBpKQkEASBoqIiXgaXvtA0jcbGRhgMBrjdbuTk5ECtVodMDTiaoGkazc3NMBgMnB8i36rSY+E7MzpckIhhGJSv+zigz8mQxuLEo5eG+GjDCysOwm78MjMzoVKppqwq2tZvw3UvfgWjnxlX4MxT+sUbz5uyz25fXx8oioLJZOLM4SsrK6eNT9yv/noU/6GMAa09tPYiFGf836bb4/Fw86yhFH4JBb42OVKplBORiYZ7TqjxTaAVFhZCpVIFRak31Ljdbi5Z6fF4kJGRwSUrNR2DuPK5Q+N+Rii8Tt/4phkP/6PG74Y+KU6Cl26cjfllGZNqoz116hQaGxtxxRVXTOje5DvfKpVKoVAozhJTomkaHo9HCDLDgxBkCkyMG2+8Ee+88w5sNhtiYmJgs9nQ3NyMhoYGTqSGDS4n+4A7cOAAPB4PLr744jHXsRkph8PBtcXa3V5c+8oJdI+yYQPOBJp/v30R5pUFV6W1rd+G23ccg6Zj8Kz3llZl49nrZ2PQ1AWDwQCbzcZtBoqLi6My8+xyuWAwGNDQ0ACGYSCTyUCS5LRtxxsL3wdcIDM1fGZ49Wu4iM15mz7D0CjzbsORZSbi4INjX7/RgtfrHZEUSk1N5cRBgnFu73rjGD4+PXbbW3piLA4/dAkSYqfW0se2Wg4XsVEoFBMymOcr1//paxxu6Ato7d7/Wkn5WjdFszKv7+/0XLe08bWaiWZbLpfLxYkBskl8kiTx292N+FTbPerfE4uAv/1iAS6oCl4HzbHmPqz449djbuZT4mPw718vRuZ/9QsmEmwePXoURqMRV1xxxaSOj70ODAYDJ6akUCi4fRYbZEokkmmTYOMxgoWJwMQoKCiA2+2GwWDASy+9hF27duHpp59GaWkpCIIIikhNQkICTCbTqO+zwaXT6eSGz0UiEeLj47Fb1z1mgAkAXgZ45WBD0IPM4gwp/nXvBfiqvhe7T3fCbHcjJzke18wuRLbYimNfH+RmB2bNmhVWdcJQEBcXh+rqapSXl4OiKLS2tqK9vX3KxtXRhG8VITExEbNnz56QFD0fSUlJwfz58zmhEVa8a2FJCj6tPTuJ4sv3VflhOMrQwnraURTFVYjmzp0b1I4D46ADezWjbxJZBuxu/OtUJ1bMLZ7S94lEIuTm5iInJwednZ3QarU4ffo06uvrQRBExIRPgkFhWmDJLbEIyE2JQ0dHB7RaLaxWK5KSkjBjxoyoTQoB4Hx2ZTLZCEsbf62W0xlWhZQ9t8nJyZg9e7bfucZoIS4uDiRJoqKightHOnToEH5alg2LPQ1fN5rP+juxEhG2rpgZ1AATAF491DhutWjI6cEHp7px6wVloGkaXq8XXq83oGDT6XROqYV5+HXABpsnTpyAwWCAUqlEfn70P5umO0KQeQ6TkZEBpVKJBQsWwGKxcDMgS5f6n3GZDPHx8XC73aBpesQA91jBZXx8PMRiMXaPUxFg+Q9lhN1FB93TTyQSYYk8G0vk2cMkt0+g+b8zMzNmzAhYBS1aSEpKwrx581BZWQmNRsNZ1SiVymlRIfEHwzDo7u4GRVEYHByctuc2MzMTS5YsQXd3N7RaLWYl9OE/iBlzkxErEeFnC0vDdozBxl+1b+bMmSGZdavpMIMOxPsIwImW/ikHmSwikQiFhYXIz8/nLByOHz+O2tragFSG+ciKucV4/0T7uOsulGfg1LeHMTAwENJzGykkEgkqKytRWlrKtQAfPnyY93PhwaCvrw8ajQZ9fX3T8tzGx8dDrVajsrKSS/z9OM+LiwoycLQvDu1mN+JjxVgqz8ZPF5SgIMDES6C4aS/+HUBSDAA+qenCnd+TQyKRcGq0w4NN1vrEF4fDERRlbolEgvLycpSUlHDaF8ePH0dSUhJ3jxPgJ0KQeQ5isVjwwgsv4KmnnoLFYkF5eTmef/553HTTTUG/gbNZLJfLxbVeulwuOByOUYNLlv4xrBWGQ3sZDDncITGO9w1A4uLioFarp2QeHA1kZGRwAYlGo8Hp06fR0NAAlUo1rVq2WGXH/v5+xMbGQqVSTUrZMVoQiUScKba8tRVdLg3e0NNg/HTCxIhF+MNP5qAsm//zTv7wnVtkqwehOrcTmTwJxayJWCxGaWkpiouLuTnrb775JioDkkWVWVhYkTlmy2yMGDgvoQdDQxIQBDGtZlJ9iYmJgVKpRHl5OaeX8OWXX/JO4ToYWCwWaLVarr1fqVRO2tolGkhISMCMGTMgl8thMBggaW7GlRkMClQFIAgiZNZYNhcNT4BJsUH7GU0M1kvTN9h0uVx+g01WyyBYsEmXsrIyrsIvFounzX5kOjI978ghZnBwEBs2bMB7770Ho9GIkpISrFq1CmvXrp3QjdDlcmHz5s3YuXMnWltbkZeXh5UrV2Ljxo0hMXS32Wz44x//iC1btqCnpweVlZWw2WxYu3Ytbr755qB/HwAui+VwOBATEwO73T4iuIyLi0NCQoLf4DYrOTDFxBixCKmJwX0A+UrLx8bGgiRJlJeX8+5h56G9qO+xwumhUZwh5WYnpgobkOTm5qKlpQU6nQ5Hjx5FRkYG1Gr1lEVSIsnwAEQikUChUEAul/Pu3IYK1gbjsVVFmPu1Bq9/3YpTvQwYiBAjFuGyGQW4bWkFZhTzXyzFl8HBQVAUha6uLojFYsjl8rAosKoKUyEWnWnhH4+ZRaH7f5VIJJDL5SgtLeWUc7/88suoEsARiUR4+WfzcOuOb3Gk8exAM07M4OcKLy6cUQ6lUslLVdFQEBcXB5VKhYqKCq76deDAARQUhDYgCQdOpxN6vZ6zERouVBZMGIZBn9UF2ssgKzkekknaCgWbxMREzJo1iws2W1tb0dnZiaKiIhAEEfQ9YXJ8DKRxEthc9Lhrc1NGViPHCjZZ6xN2XjIU1yYbbBYWFk6byvZ0RQgyJ8jg4CCWLFmC/v5+7Nq1C3PnzsWePXuwatUqfPXVV/joo48CarFzu924/PLLcfToUezcuRPLly/HkSNHcP311+Ozzz7DwYMHg6aYZrfb8fLLL+Opp55Cd3c3VCoVXnzxRcyYMQMEQaCzszMo3+MP9gbT39/PvTZecMnyw1mF+LKud9zv+L46f8oiGsMxmUygKAp9fX1cBpmPmVQ37cUrBxuw8+tmdPzXikIiFuFSVR5+vbwKRH5wNhzsXERxcTHq6upQV1eHQ4cOoaCgACqVKiQJkVBhNpuh0+m4AISdOT1XNqm+SCQSXHvBTFwxn8BpSg9dXRPixV6UFntQnh5drcI2mw06nQ6tra0QiUQoKyuDQqEIm3hVQVoiLiby8B9q7Ba05PgYzvoolAxPjLEeoF988UXINq3BJk0ai123LsT+2h68faQZdZ0DgMcJVboXV8/Kx8LZ6qhQFQ0FbPWrsrISer2eC0iC4e8abliLqNraWng8HuTl5XH2asHETXvxxuFm7DjcjPoeKwAgKykOPzlfhluXViAjSMnZqZKUlIQ5c+agqqoKer0ebW1taG9vh0wmg1KpDNq5lYhFuHp2Id460jru2mvmFPl9fXiw6fF44PV6uaDT6TyjpxGMdll/MAzD7R+FSiZ/EdRlJ8i9996L559/Hrt378bll1/Ovf70009j9erVeOGFF3DXXXeN+zmjrX/vvfewYsUKrFmzBlu3bg3KMWs0GsyYMQMKhQIbN27EypUrIZFIYLPZkJSUhNtuuw0vv/xyUL5rOG63G93d3Th27Biys7NRVVWFpKQkJCYmBpR9srtoLH9mP9oH7KOukYhEeO+uxZgtS5/y8fpWtyoqKiCXy3npQefyeHHbjm/xhb7H7/vSOAn++ov5OD/IgkjAmaq0TqdDc3MzRCIRJxTF50DNYrFAp9Ohvb2dO+ZwBiDRgq//HFtNCNVGIRiwfohNTU3wer0RDaIaTVZc9+KX6LedbbnE8vTKWfhRkOYxJ4LVaoVOp0NbW1vUXAO+AUhOTg5UKhXS06d+v59OROP9jWEYrkPG4XAgLS0NarU6JGrATg+NW/92DAcM/p+XpVlS7LptYdDnHoPB4OAg9Ho9Ojo6uA6UYFV464wWXPXcIdjdo1czZZmJ2Hv/Mkjjxq9JsUEm63dZU1ODmTNnoqysLOiBIMMwcLnOjFTFxcUJgWboESxMQs3Q0BByc3ORkZHB3cxZent7kZOTww1xjwXDMCgpKUF3dzd6e3tHmKSzmTyXy4Wenp6gbe4OHjyIxYsXnyW+k52djSVLluCjjz4KyvcA4KxIPB4PGIYZMRelUChQUVERsKBKnXEIN716xK9pfIxYhKd/PAtXz/afZQuU/v5+6HQ6GI1GiMVilJeX87669cLnddi2Vz/mmuzkOBxae3FQq7zDGRoaglarRVdXF2+9+mw2G5fpZw3Zoy3THwmGt5yyrUl8ayd2u92cGApN08jNzQVJkhEPQGq7h7D6ne/wXdtIlcjclHisv4Kc8v1qqvieWz4m03wtPNLS0jirGYHR8e3U4OOzjGEYGI1GaLVaDA4OIjExESqVKqTe0k9+TOFPBxrGXDOvNAPv3rk4JN8fDHzPLZtImOoe8WBtD27fccxv22xxRiL+9ov5qMgJPGE3ODiImpoa9PT0IDY2FosWLYJUKuXaaIN1jlnxSLYzTiDkCEFmqPnwww9xzTXX4JprrsE//vGPs94nCAJ6vR56vR4KhWLUz/nuu+8we/ZszJ49GydOnDjr/R/84AfYu3cv9u7di0svDZ0JOsMwqK6uhlQqxZEjR6Z88Q8PLoEzLQyxsbFISEjglOLMZjOkUilUKlXAEvMDNhfePtqKd4+1ocvsQHJCDC5V5eGmRWWQ506+WjH8ps2211VVVfE6+wucmcFcsuUzdA+Obe8ChKdqYjKZoNFoMDAwgISEBBAEgZKSkohmFh0OBzez5PV6p8XMUiTo7e2FRqNBf38/4uLieKEyTNM0J/rgcrmQkZEBlUrFO2Gb71oHcLihF27aC3luCi4hcxEr4c/8EGtp09vbi9jYWMjl8pAKIwUCwzDo6uqCVquFxWKBVCoFSZIhDUCmI75dOXxJEpnNZmg0Gi4AUSgUKC8vD6mKt9XpwYIn98ESgCfwh3cvwawgdEWFklAkxY2DDuw62opParowaHcjLzUe151XjGvnFCEpPrD7gW+HE3tcEomE8z4HELRgkw0yxWJxxH/X5wiCT2aoOX36NACgrKzM7/tlZWXQ6/U4ffr0mEFmIJ/DrgtlkCkSiVBQUAC9Xg+GYSZ90Xs8Hk7Qh/2cmJgYJCYmcg+PnJwcXHjhhWhtbQVFUfj222+RkZGB6urqcQ2V06VxuP3CStx+YeWkjs8X3/YTNiMolUqD8vmhRt89FFCACQAHantCHmRmZ2dj2bJlaG9vB0VROHnyJOrr66FWq8Pu5+ZyuTj1Rba6RRDEtFJfDCdZWVlYunQpt/FnfRgjsfH3er1obW2FXq+H3W5HSkoKrz3zZsnSeb1hZS1tjEYjKIoCRVFoaGjgrKzCnUjwTWjMmDEj4gmNaIU9t6x4ncFgQGNjY8QSCcPnpdlZeIVCEZYK1DeNvQEFmADwqbab19cscEb5fdGiRejt7YVOp0N9fT2ampqm1JGQm5qA+y6pwn2XVE3473o8HtTX16O2thY0TfvVahjeRsvObE412JxCgUwgjAhB5gTo6jrj2zjahpVt0+ruHlv4IVifEwwKCgqwf/9+0DQ94Ye5x+MZ0RbLVi6HB5fDYecJCgsLuZvSwYMHUVhYCJVKFfIWRovFwg3SAwj6IH24cLi94y/6L/YAlOOCgUgkQnFxMQoKCtDU1AS9Xo/Dhw8jOzsbarU65C2M7IOurq4OHo8nKm0b+AqbjMrLy+N8GI8dO4a6urqwtDCyHrUURcFisSAxMRFz5syBTCbjZXAZTYhEIuTl5SE3Nxft7e3Q6XQ4deoU6uvrQRBEWBIJvu27fBVai0ZycnKQnZ3N2XCxiQSFQhEWH2C32w2DwYCGhgZuXpokybA+cy3OwJ+BgQajfCArK4tLJOh0OtTW1qKxsRGVlZVhuX4YhkFbWxu0Wi0cDgfS09NRXV3tV3VeLBZDLBYHNdhkg0zhGcBvhCBzAtjtZwRoRrt42QySzWYLy+cEg4KCAng8HvT09KCwMDDFw4kGl76wiq0lJSWcyEhXVxcqKiqgUCiCfnP0ncsrKiqCUqkcMQs7nCGHGx+c7MCp1gEAwMziNFwzpwgpCfzY9MgyEiFCYP3qpVnhrc6yrVkymQy1tbVoaGjA/v37UVxcDJIkg14t9m2dTEtLA0mSYa+gnguwc0BFRUWcGMvXX38dUjGWnp4eaLVaDAwMcNWtcGyOzzXYJFFhYSGam5uh1+tx7Ngx1NbWcomEYF9PviJTZWVlvBeZikaGe+N2dHSAoiicPn0adXV1UCqVkMlkQa8We71ezqvV5XIhKysLarU6Ih0lBWmB/54msjZc2F00XB4vUhJiIPZjt8ImEoxGI3Q6HfR6PRoaGkJatTaZTKipqYHZbEZiYiLOO+88FBcXj3uPCEWwKTzn+Y0QZE4AdlbP7favHMgqXY23kQ7W5wSDgoICAEB7e/u4QSZN07Db7WcFlwkJCZO6kbEViYqKCmg0GtTV1aGlpSVoc192ux0GgwHNzc1gGCagubx3j7Vhw4c1sA6rAL5zrA1PfaLDY1dXY0UEVCF9yU1NwMVELvbpjOOu/cn5sjAc0dnExcVBrVajvLwcFEWhra0NHR0dQUsk+AqDJCcnY9asWSgoKBAeOiGGFfAqKyvj2vD2798f1CpFf38/KIpCT08PYmJiQBAEKioqhOpWiGFnvGQyGRobG1FbW4vDhw8jKysLJEkGxRvX5XJxCSiv14vCwkKQJMl7S5VoRyQSoaioCAUFBVzb+cmTJ1FbWwuSJAPWSBgLhmG4QNZqtSI5ORlz5sxBXl5exO7Lc0syUJolRXPv2El7iVg0qlVHuGEYBh+d6sRfv2rCseYz9m/ZyXH48TwZfnFBObKTR85fDu9I6Orqgk6nA0VRqK+vR1VVVdDmXi0WCzQaDSf2R5IkKisrJ/zZYwWbMTExEIvF4/5ehHbZ6EAIMidAfn4+gJGej8MZGDhT+crLywvL5wQDNrDs6OgYdY2/4JKduQxGliwtLQ2LFi2C0WhETU0NTp8+jcbGRqhUqknNW/mKvuTl5YEgiHErLR9914HV73zn9z2ri8bqd75DXIwYPwyDx9143L9cgUN1Jjg9o7fO/ui8Yshz/Vdrw4VUKsXcuXNRWVnJJRKam5u5RMJEH04Mw3BtfVarFVKpVGidjBBxcXGorq5GRUUFN2/V0dHBVaQmI0QxNDQEnU6Hjo4Owcc0gsTExKCqqgqlpaXcjPOhQ4eQn58PkiQnJaBF0zRXAXe73cjOzoZKpRLmpcMM25FQXFyM5uZmGAwGfPvtt0hNTQVJkpMOCIfP1MbHx2PWrFkoKSmJ+EytWCzC/cur8Ju3/T/bWW5cUIK81MhXMr1eBmvfO4V3jrWNeN1kceHFL+rxjxPteOvWhSjLPjuZx4425OfncyMG7HN3Ki3SLpcLer0ejY2NYBgmaF0HbDDJMAy3v/R4PBCJRJBIJAEFm8Jzn98IQeYEmDFjBgCgsbHR7/tNTU0j1oX6c4IBG2R2dnae9R5N03A4HHC73SOCy4SEhKBXFNhMXE5ODpqbm6HT6XDkyJEJzfQ5nU7U1dWhsbERNE0jJycHBEGMKywEnFFsffJjatx1mz+mcHl1PmIirBI5ozgNr958Pu5+8zjM9rMr4tedV4TN14X+9xMo6enpWLx4MYxGIzQaDWpqatDQ0BCwyjCrOklRFIaGhhAfH4+ZM2dGRKBEYCRSqRTnnXceKisrQVEUGhsb0dLSgqqqqoAtbex2O/R6PVpaWjiLJ4IgeK/0PN2Ji4uDSqVCRUUF9Ho9mpub0dXVNSErIIZhuFleu92O1NRUzJ07V2hpjzCsfU1JSQkaGhpQV1eHb775BhkZGSBJMmC/yuFWVuxMrVwu55WV1bVzitFrceHJjyl4/RTArpldiEeuVIX/wPzw+ldNZwWYw+k0O3Dbjm+x59fL/LbPAmf2U4WFhSgoKEBbWxsnSMkGm4EG/zRNc23Pbrcbubm5UKvVQVVpF4lEXFfcRIJNYSYzOhAsTCbA0NAQcnJykJmZOapPZkVFBerq6sb8HIZhIJPJYDQaw+aTORr19fWQy+V45JFH8PjjjwM404pot9u54BJAyILL0XC73aitrUV9fT28Xi9kMhlIkvS76XS5XKivr0d9fT1omkZWVhYIgpiQ6Ms+qhu//Ou3Aa199eZ5uIQMfZU5EKxODz482YGDtT1wuGmUZiXh+vkyEPn8tepgTbgpioLT6UR6ejrUarXf88UwDKeQyM7lVVVVoaysjFebGIH/Y7ilTXx8/JhqpS6Xi2u5Za1mSJIcdV5aILJYLBbodDru+VdWVjaqVx/DMOju7oZWq8XQ0BASExNBkmRAs1sC4cftdqOuro57jmZnZ4MkyVGTtA6Hg0s8AEBpaSnvZ2qbTFa88U0zjjT2weNloMxPwQ3zSzC3NIMXv0nay2DZ1s/RPmAfd+3rPz8f31MGJrrGKnMbDAbYbDZIpVIolUoUFxf7vS+zYmsajQY2mw2pqamcWnyoYRhmRLAJ4Kxgk2EYbqwsLi6OF+fuHEDwyQwHd999N1588UXs3r0bl19+Off6008/jdWrV+O5557DPffcA+CMat4NN9yArKws/OUvfxnRprBt2zY8+OCDeOGFF3DXXXdxr7/33ntYsWIFHnjgAWzfvj3k/x673Q6pVIpf/epXePnllyMeXPpis9m4mT5WVKaqqgoxMTFwu91cBtbj8SAjIwMEQSAnJ2fCN50/HajHkx/rAlr70OUEblsWHDuVcxlf6fP8/HyoVCouwBju9RYTE8MJGQhzefyH3aRotVpYrVYkJSWNmPvyVQPOyckBSZJC62SUYDabQVEUuru7/fow+npwTrY9XiD8OJ1OTqnU6/UiPz8fBEEgLS0NwIF2IPYAACAASURBVPj3bYHJc7rNjKuePxTQ2p/Ol2HzdTMn9Pm+WgZJSUlnqUiznuZ9fX2Ij48HSZIR8b1mGIab1fQXbLJBpjBKETaEIDMcmM1mLF68GGazGbt27cLcuXOxZ88erFq1CosXL8bu3bu5Csu7776LlStXAgCOHj2KefPmcZ/jdrtx6aWX4vjx49i5cyeWL1+OI0eO4Prrr0deXh4OHToUFiEEr9eLnJwcLFiwAG+++SZ3MUskEiQmJvJmQ9/f34+amhr09fUhLi4OWVlZMJlMcLvdQVEUff3LRmz8SBvQ2g1XqfDzJeWT+h6Bs/HNiOfn53OKxxKJhDN1DoenmkBw8Xq9nFqp0+lEWloaMjMz0dHRwVWx2WtXIPowmUygKAp9fX2IjY1FaWkpLBYL1zpZUVGBqqoq3jxHBALHt4W9sLAQqampaGxsHLcDRWByfFVnwg1//iagtVfMLMALN5w3qe9hVdlra2vhdDqRkpKC8vJy9Pb2or29/ayEfiQZLdi0WCxISEiIGn/zaYAQZIYLs9mMDRs24L333oPRaERJSQlWrVqFtWvXjtgId3R0YOnSpcjKysL+/fvPavV0Op148sknsXPnTrS1tSEvLw8rV67Exo0bw5YVZBgGaWlpoGka77//PhYtWsSr4HI4Ho8Hp06dQmtrK4AzQ+NVVVVQKpVTzrIZuodw6e8PBLR27/3LoMwXsrbBpqurC59+fRL7Wtyo6RPBzYghy07GT+aX4ro5RUiKF9pjoxW3240TJ05ws98SiQQEQaCyslJodYpy2JnLmpoaTjE9KysLc+bMiToPYoGRWJwevP11Pfadbobd4UShlMGSQgkWzVahrKxMuHaDTJ3RguXP7A9o7S8vKJ/yHClblTYYDPB6z4gIZmdnY86cObwL3thg0+VyYceOHdi4cSMeeughrnNQIOQIQabAxPF6vVi6dCmOHDkCj8eDFStWYPPmzbza/NE0jZaWFhgMBs6uIj09HV1dXfB4PEEbRr/+T1/jcEPfmGsWlGfi7dsXTel7BEbC+pi+f6wVb9aLQTNn/+7KsqTY8csFkGXy68EnMDa+gk0JCQlITk6GyWQCgJD5pwqEB3Z2vqGhATRNIy0tDU6nk2vFC5Y1hkD4+fh0J9a8890IOy8AEIsYXC5jcNsFpaPO4wpMnqufP4Tv2szjrtt93wVQF6ZN+nvYLhOdTgeXywWpVAqXyzXl0aNQwTAM9u3bhzVr1uDkyZMoKSnB008/jRUrVkT60M4VhCBTYHJ4PB50dHTgkUcewY4dOxAXF4d7770X69evD4nBeqCww+p6vZ6bHSUIghOOCLasdkuvDSte+grGIaff93NS4vHeHYtRkiVsiIOBw+GAwWBAU1MTGgYZPKuJ8av8x1KWmYB//7/vIS5GmOuKBkwmE7RaLfr7+znBJtavzWq1QqfToa2tjfNmFKxKoge23c5gMMDlciEzMxNqtRqZmZnwer3ce2yLtEql4tWGVWBs9p5qxR1vnhpzk3d1KY3/kYlRUVEBuVwujDMEiUBECJeTufjzzedP6vNZQS6NRgOLxYKkpCSo1WpuTIUVUfR4PMjMzARJkhFtiWYYBjqdDmvXrsVHH32ElJQUrF27Fvfffz8SExMFdfnwIQSZAlODYRh8++23WL16NQ4cOIDs7Gxs2LABt912W1gfIAzDcLLbVqsViYmJUCqVkMlkfm8oFosFWq0WnZ2dnL/bZAyCAaB9wI4tn+jwcU0nPPSZn3isRITLqguw9jICRemCpcJUYc3YWauZvLw8vFTD4Iu6savIAHDfXCl+vny2IBDDY8xmM7RaLYxGIyQSCeRyOSorK/224A8MDECr1aKnp4e7disqKiI+ByTgH/beTFEU7HY7UlJSoFKp/Hor+oo7jadWKhB5WLXn295vQodt7D2lNFaMP1yUBPtQP2JjYzlhNuHanTpvfNOMRz/QgPazP19cmYWXb5qLlISJjzSZzWbU1NTAZDIhLi6OE+Ty3Vf5PqMjde2aTCY8/vjjeOmll0DTNH75y1/iscceQ0FBQViPQwCAEGQKBAuv14v3338fv/3tb1FfXw+SJLFt2zZcfvnlIc1EMwyDjo4O6HQ6bqib9XQKJGA0mUyoqamB2Wyeslx+r8UJqnMIAEAUpCA7WaiwTBVfNeCsrCyQJInYpFTMfuzfY1YxWWZkMviVkkZRURFIkhRmvniEr71FeXk5FApFQNVJo9EIrVYLs9mM+Ph4EATBCyN3gTMwDMOdo8HBQSQkJHDnaLz7K7thbWho4GxqCIIIqteewNQY7odY2+fG72sCCxSfuLYay8sSQFEUd+2yFlOCkvDUaO61YufhZhyq64XTQ6MiOxk/nS/D95S5kIzijzkadrsdOp0OLS0tEIvPVJ8VCsW42hsOh4PzHvd6vcjNzQVJkiHvcHM6nXjhhRfwxBNPoK+vD8uXL8e2bdswa9YsoRsicghBpkBwcTgc3IXe39+PSy+9FNu2bcOMGTOCeqGzc1s6nQ6Dg4NTelCxmXatVguHw4H09HRUV1cjKysraMcrMDHYDUxtbS1cLhenKMq2zzX3WnHhti8C+qyZRanYuCQJra2tXJulQqEQWrUiiN1uh8FgQHNzM+cBTBDEhOcsGYZBe3s7KIqCzWZDcnIySJJEQUGBsLGIIP39/dBqtTCZTIiNjeWqzRO9N/uqlU72dyIQPHyvuZSUFDSL8vHY3saA/v6tS8ux/gqV3wQxQRCjdh8JhAePx4O6ujrU1dWBpmkUFhZCpVJNODlrt9tRW1uLpqYmMAxzlq1NsPB6vfjHP/6BdevWoba2FiRJYuvWrbjiiiuEZ0DkEYJMgdDQ09ODxx57DC+//DIYhuFaFvLz86f0uWx2nM2CshuY8vLyKbfc0DTNqabRNI2CggKoVKqw2MIInIEVFmAFm1JSUkAQxFlBQ7/VhTm/+zSgz/yeMgev/3w+zGYzNBoNenp6EBsbC4VCwc37CYQH35aq/Px8kCQ55QoVO9On1+vhcrmQkZEBtVotJIrCjMViAUVR6Ojo4KofwbAS8v3csrKygCveAsHDZDJBo9FgYGBgRGX649NduPvN4wF9xj0XybH6+0ruz16vF21tbdDpdLDb7X59GAVCD8MwaGlpgU6ng8PhQEZGBqqrq6fc7mqz2WAwGEbY2hAEMWU3BIZhcOzYMaxZswZffPEFsrOz8eijj+L2228XEsj8QQgyBUIHwzCgKApr167Fv/71L6SmpnLD15OpWPT09ECn06G/vx8xMTHcPEewrVMcDgd0Oh2am5u5Fj6lUincuEIIW03W6XSw2WxnCTb548Y/H8aXdb3jfva2FTOxcp6M+7PRaIRGo8Hg4CASExOhUqmEDU2I8Xg8XNuz2+1GVlYWVCpV0Od13G43N9MXzCBWYGyG+9YyDIOSkhIQBHGWBddUGT6PO97srkDwGBwchFarRXd3NyQSCadhwCZ2e4acWPzUPrjp8bd4b926EIsqz07+0DTNJRidTidSU1NBEATy8/OFe3OI6enpgUaj4caG1Gp10BWerVYr9Ho9ZydXXFwMpVI5qSR+W1sbHn74Yfztb39DbGws7rnnHqxfv16Y3eYfQpApEHoYhsGnn36KNWvW4NSpUygrK8OTTz6Jn/zkJwG1xfT29oKiKPT29nKGv5WVlSEP+gYHB6HRaGA0GhEbGwulUony8nLet/LQXgaf6Yx460gL6nssiBGLsLgyGzctKoUij19enQzDoLOzEzqdjrOrUCqVAc3WfaE34pbXjo65piAtAZ+v/h4SYkdWK1mfPoqi4HA4kJaWBrVajZycnCn/mwT+D7Yyrdfrw6oaGq6g51wnUkF9T08PtFotBgYGEBcXB4VCIcz0hQDfhGtpaSkIgvBbQb5/1wl8cLJjzM8j8lPwya+XjnntezweblTC7XafNSrBN8w2N/75XTta+mxIiJXge8ocnFeSwctj9WVoaAgajQbd3d2IiYmBQqGYVFv7RL9Tr9dzc/gymQxKpTKgwoPFYsG2bdvw9NNPw2q14kc/+hE2b94MuVweFf/f5yBCkCkQPjweD1577TU8+uij6OrqwsKFC/H0009j0aJFfm8QfX190Ol0XNa6vLwccrk87C1SRqMRNTU1GBoaQlJSElQqFW9nvqxOD27fcQyH6kxnvScC8NDlJG5dVhH+A/OBrUyzwi2T3Sj++WADNu2m/L6XnRyHnb9aACJ/9A0v2yJdW1sLj8eDvLw8qFQqofI1Rdi5LZ1OB6vVGjH/w1C1b57r+GtPVqlUYbUtYOfytVotLBbLuIriAoHjO5dXUFAAkiTHbHHss7rw45e/Rp3R4vf99MRYvH37IijzA0t0+iYw+KY0zDAMnt1Xhz/ur4PD7R3x3oyiNPzv9bNRkcPPURun0wm9Xo+mpiYA4Kzcwrm3GhwchE6nQ2dnJ5fAUCgUfhOBNE1jx44dePjhh9He3o558+Zh+/btWLZsGS/3YQIcQpApEH4GBwexZcsW/P73v4fdbsdPfvITbN68GWVlZRCJRDhw4AAeeughXHLJJZg3bx7KyspQVVUVUQNnr9fLzSs4nU5kZWVBrVbzzhbjjh3HsEfTNeaa5346B1fNKgzTEZ3N8Mp0MNqejzX34fWvmvGptgsOtxcFaQlYObcYP1tUityUwH4zwx+6DMOgtLQUSqVSqHxNEH+KooFWpkNJsIRoznX4KLTEdiWwM318OKZoxfc5N9HZ5gGbC898asB7x9pgddEAgBixCN9X52PN95Uoy564srfT6URdXR2nNJyXlweSJIMuIDNRtuzR4Y9f1I/6fk5KPD68ewkKeWRhRtM0GhoaYDAYuKSqWq2e8nzkVBgYGIBOp0N3dzd27tyJhIQEbNq0CaWlpWAYBl988QVWr16N48ePo7i4GE888QRuvPFG4d4dHQhBpkBkYBgGzc3NWL9+Pd58800kJCTg5z//ObRaLfbv34+YmBjcd9992LRpE682+m63G3V1daivrwdN0yguLgZJkrxQOzR0D+HS3x8Yd50yLwV77h+7ZSkUDAwMgKIozgsxFIbctJeZsFT7cIZXvtjWbLlczvuZL7ZF+nBDLzy0F/LcZPxwdhHSEsN33MOTB3wM5NjqOTuPOxFLDQH+W8bQNI2mpiYYDAZOkZptzQ4XTSYr/vZ1M/bUdMJsdyMvNQHXzinCDQtKkMVjSyvfqvBUO3YsTg90nYOgvQwqc5ODYuflq0gdLAGZydDSa8OF2z4fd0P743nF2LpiVliOaSx8k0N8HA/p7e3F1VdfjS+//BLx8fG47rrrYLVa8c9//hPJyclYs2YNHnjgAcGCLLoQgkyByMIwDP7+97/jnnvugclkglgsxrJly/Dss89ixowZkT68UbHb7dBqtWhra4NYLEZlZSWqqqoiGoyMl1kdzr/uvQDVReHJBA9vixGLxVxbTCQr0+PR19cHjUaDvr4+xMfHQ6lUorS0lDcb6uEca+7Hr3edQFu/fcTribESPHCpAr+8oDykQdTg4CAoikJXVxeXPIj0tTAWrMgURVGw2+1ISUmBSqVCXl6eEGz6YbjYTkxMDJc8mKqad6jwbbPMycmBSqUKuU/fnpou3LfrBFwe71nvZSXF4a+/mB+2e+5E6O/vh0ajQW9vL+Li4qBUKlFWVsbLex1wtoBMSUlJwDN9wSLQZ21CrBhH1y9HSkLk7oV9fX2oqalBf38/4uPjQZIkrxNrb731FjZu3AiDwQAAmDVrFt58802oVKoIH5nAJBCCTIHI0dDQgMcffxw7duwAwzBYsmQJVw2prq7Gtm3b8P3vf5+3N0PgzAaspqYGvb29EQ9G/t/fT+L94+0BrX3tlvNxEZEb0uPhw2ZgKrCiRFqtFlarFcnJyVCpVLxSO9R0mLHypa9h+29rmj/Wh2gO12q1QqfToa2tjZupUSqVvE4eDMe38pWZmQm1Ws2bma9IM/z8sv6yVVVVUWMb4nQ6Obscr9cb0soX1TmIHz5/aEx11ezkOOx74Hth7S4YC6vVCoqi0N7ezptE6UTwneljbW3Ccf/5+WtH8Lm+J6C14UzoDsdqtUKr1XJdOXK5HHK5nLfJIafTiZdeegm/+93v0Nvbi4ULF8JisaCmpgbp6elYvXo17rvvvoi29gpMGCHIFAg/LS0t2LRpE1577TV4PB6sXLkSGzduhEqlgt1ux7PPPovNmzfDbDbjsssuw9atW6FWq3mzsfeFbTXSaDSwWq1ISUmBWq1Gbm5uWI/5sY80eO3LpoDWvnfnIswtDc1m2retqaioCEqlMmofDqxCqk6n410wctOr3+Bg7dkiT8OJjxHjm4cuQbo0OG3JDocDBoOBm18tLi4GQRBR28bk2wKfn58PlUoVtb/XqeJ0OmEwGNDY2MidX76MBEwGm80GvV6PlpYWiEQiLtkVzDGM1e98h3ePtY277tErVfjFBeVB+97J4HK5YDAY0NDQAIZhIJPJQJIkr8ZSJoLvGAabDAmluNev/vot/kN1B7R2z/1LxxSfCzZut5s7v16vl/fK2l6vFx999BHWrl0LvV4PhUKBrVu34qqrroJIJMLHH3+MRx55BCdOnEBWVhbWrl2Lu+++O2rvR+cYQpApEF4YhsGMGTOg0Whw9dVX47HHHsOsWWfPLHR3d2Pjxo145ZVXAAC33norHnvsMeTmhrb6NhW8Xi8aGxuh1+vhdruRk5MDtVodNoGCI419+PHLX4+7riAtAQcfvAgxkuBWW/kq0BAsfIORwsJCqFSqiAVXLb02LNv2eUBrg7G59f33T7fza7fbuWDkXBR/8ng8XJupx+NBbm4uVCrVtDm/Q0NDoCiKa9sPltIw7WWg3rDnLIVRf8ySpePDu5dM6fsmCyv6wlqDhPv5FGqCLSg3Fi/vr8fmT3TjrstMisPX6y5GfEzo59J9FZ+zs7NRXV3N2/PLMAxOnjyJNWvWYN++fcjKysLDDz+MO++886xuCYZh8MEHH+DRRx9FTU0N7r//fvz+97+P0JELTAAhyBQIP/v27UNqairOP//8MdcxDAONRoM1a9Zgz549SE9Px7p163DvvffyeuPnmylmvcVC3cbDMAyueeFLfNdmHnNdsNsn2Rmo+vp6eDwe3knNBxu73Q6dTsdVRsrLy6FQKMLeRriP6sYv//ptQGuvP1+Gp340c1LfQ9M0GhsbYTAY4Ha7kZmZCZVKFbDiZLQxPBiJhhnTqeLrZRoJwZxw0tfXB4qiYDKZuGCksrJy0m2EFqcH1Rv2BrRWlpmIgw9ePKnvmSy+M8ipqalcp810w581VlVVFcrLy4MqQNZndWHR5n1w+pm/Hc6d36vE2h8QQftef/h2UiUnJ0OtVvN6xry9vR2PPvooXn/9dUgkEtx11114+OGHx7VA8nq9eOedd7Bo0SKUlJSE6WgFpoAQZArwH4ZhsGfPHqxZswYajQYVFRXYvHkzVqxYwVtxAuDsmYiqqqopbWYCoWPAjp++chjNvTa/7//ovGJsWzET4ikosLL4mmZnZGRwptnnAoODg9BoNDAajWEzsh7OF3ojbnntaEBrf7awBJuumZiQFmtnoNfr4XA4kJqaCpIkeb15GQ0P7cUeTRd2HWlFfY8FcTFiLK7MxqpFpSAL/Ley9fX1QavVcmq5CoUi6JvVSOI7czyel6mH9qKlzwbay6A4Q4rEuOj9f/ANRuLj4zmf3ok+U2gvA9Wje8YNOABgVnEaPrzngske9oRh1ZTNZjMSEhJAkiRkMlnUXb8Thf1tUxQFi8USEiuld4+1YfU73436fnVRKnbdtgjJ8aF73g8MDECj0cBkMiEuLg4EQfBWoA44syd65plnsHXrVlgsFlxzzTV46qmnoFAopv1v8hxFCDIFoge3241XX30VGzZsgNFoxAUXXIDt27dj/vz5vL5B9fb2QqPRoL+/PywPerPNjR2Hm/DWkVa0D5xRHJ1flombFpXiyplT945j23IMBgOcTmdUBx/BYPhGLjExEQRBhGUjN2BzYcGT42fTAeDZn87BDwP0RmUYBh0dHaAoClarFVKpFCRJoqioKCrP76DDjV+9/i2ONPX5fX/dZQRuv7DS73sMw6C7uxtarRZDQ0NITEwESZIoLi6Oyv8LFpPJBI1Gg4GBgXEFy+wuGn860IA3jzSje9AJAEiKk+Da84pwz0VVyE+LDqEnf/gG2lKpFARBTPj8/r+3T+L9E+OLrj18BYlfLQ2+CJcvvgkwNsE5XRIkgcJWcXU6HWw226TP72js1XRh21496owW7rX4GDGumV2E9VeSSA2RqqzdbgdFUWhtbeVavxUKBW+7LbxeL9544w2sX78era2tmDNnDrZv346LLrooqu+jAuMiBJkC0YfZbMbmzZvxv//7v3A4HLjxxhvxxBNP8FqWm/Wp0mq1sNvtYfGpYhgGDrcXErEIcTFTz2x6vV60tbVBr9fDZrMhKSkJBEFEbfARTCLVkrbmne/wzjiCIzkp8fhy7cXj/gb8VXf4bN0SKIEoQY4XhDMMg9bWVlAUxVV1VSpV2MW9porZbIZWq+VEUsbrrrA6Pbjp1W9wvGXA7/t5qfF4+7ZFKMuOTtEnFq/Xi9bWVuh0Ojgcjgnb2tS0m3HNC1/C4x19i5OZFIfPHrgwaAJc/vBt5S8rK4NSqYwaReBQwbaEGwwG7vwSBDFpH9DhMAyD4y39aOmzITFWggXlWchICs059ng8qK2t5ebii4qKoFKpeCuCwzAMDh06hAceeABHjx5FYWEhNm3ahFWrVp1zCY9zFCHIFIhOGIZBU1MT1q1bh7fffhuJiYn4zW9+g7Vr1yI1NXxKbhOFFV8wGAzweDxRoWTJVrZ0Oh0sFgsSExOhVCohk8miOvgIBb7nN9TiKb0WJ1a+9DUaTFa/78dKRHjtlvm4oGrsWRffOTW+eyEGSk27GVc+d2jcdUR+Cj759dJxN5y+86nZ2dlQqVTIyMgI1iGHBJvNBoqiOLuZQIOPRz6owY7DzWOuqS5KxUf3XBBVwfZo+Js/Jkly3FkxAPjouw785u2TfgPNDGksXv/5fMyShcar058oGUmSSE5ODsn3RSvs+a2trYXL5UJ6ejo34sHn3y/DMGhpaQFFUXA6nbxSOPcHwzCor6/HunXr8O6770IqlWL16tVYs2aN8Js8txCCTIHohmEYfPXVV1i9ejUOHz6M/Px8PP744/jFL37B60yZ0+mETqdDc/OZDRwfM84Mw8BoNIKiKK6yVVVVhbKyMl7/3/IBl8sFvV7P2UCE0iag1+LEEx9T+Oi7jhE+feeXZeC3lxFjWtUMDg6Coih0dXUFVXGTLzyxW4tXDjYGtPaTXy8ddT7TF5fLhdraWk5Jma+belaEjPWKLCoqAkmSASkiDzrcWPDEPtjdo3uwsrx7xyLMK+Pnhncy+AZtgSaL6oxD+OtXzfikphODdg9yUuLxo/OK8LOFpchNDX5bMZ/tlfiM2+1GQ0MDp6SclZUFkiR5KWZmNBqh0WgwODgIqVQKtVodlApsqOjv78cTTzyB559/Hi6XCzfddBM2bdoEmUwW6UMTCD9CkCkwPfB6vXj77bexbt06NDc3Y9asWdi2bRuWL1/O25sxcEbJUqPRoLu7GzExMVAqlbwQFzGZTKAoCn19fYiNjeXk4ENZ2fJ6GRyo7cF/qG7YnDQK0xPxo7nFKI/iVrxwGp73Wpw40TIAN+2FPDcZVXmjV8dtNht0Oh1aW1shEolQWloKhULBa9XmyXD/rhP44GRHQGv/9ov5WKaYWPu6b3sia3sSDkP4sfB4PJxdhcfjQU5ODlQqFdLTA6+kfartxq1/C0y9OBwqmpHA1xO2qKgIBEFEPJngqyialJQElUrF6+AjEBxuGjXtZjjcXpRmSSHLDG0bKJssamxs5JIJJElO6DoJFcPnaqNBeMzlcuFPf/oTHnvsMZhMJixbtgzbt2/HvHnzovo3KTAlhCBTYHphs9nwhz/8AU899RSGhoZw5ZVXYsuWLSBJktc3up6eHtTU1HDZSpVKNarKYyjp7+8HRVHo6emBRCJBZWUl5HJ5yAUF6owW3LHz2AgBBZYfnVeMJ6+rDovXWKjo7++HRqNBb28v4uLioFQqJ6VkOVWcTie3aWYrW3zYNIeKDR/W4K9fj93uyfLh3Usm3c44vCIczuvGF19F4LS0NG52dKJ8eLIdv951MqC1tywuw8Yfqif8HdGC1WqFTqfj2o0jmZTp6+uDRqNBX19fVCiKBoLDTePZfbV460gL+m1u7vUl8iw8cKkS55WEth3dN5lQWFgIgiAiMsbCdjk1NTVxFllKpZK33SUMw+Djjz/GmjVrQFEU5HI5nnrqKVx77bVR/ZsUCApCkCkwPens7MTGjRvx5z//GWKxGHfccQceffRRXttr+M5dZGRkoLq6OiytT75tk2VlZWHzfuw02/HD579Ez5Bz1DVXzCjA8zfM4XWiYDzY6oNWq4XFYglr9YH1Mq2rq+Ndxj6UHG7oxfV/OjzuOllmIr5YfREkU7T26e3thVar5QIAtvoQ6s2W728rGIrAx1v6cd2LXwW0NlyqqZHGN5lQUVEBuVwelgDAYrGAoijOEitSiYxg43DTuPkvR/BNo3/151iJCK+smofvKUPv62mz2aDX69HS0gIAkMlkUCqVAbWXTxWaplFfX891H+Tn50OtVvM2AcgwDE6dOoU1a9bg008/RUZGBtavX4+777474p0cArxBCDIFpi/RehP0eDyoq6vjAoKJzFFNFIvFAr1ez2XoS0pKoFQqw5qhD7Ta9N6dizG3lN8CK4HAVpt0Ol3Ikwk0TXN2My6XCxkZGVCpVAEJmUwHGIbBNS98ie/azGOu23iVCrcsKQ/adwY74BuL4RZJwaySMwyD//n9Ab/dBcOJlYjw9bpLkJ3Mn3nyUOProRrKcQK2+4Cd7y4pKQFBENOmtf2ZTw14BEk/IQAAIABJREFUdl/tmGvSEmPx1W8vRlIIPSeHMzQ0BJ1Oh46OjpBXrn2VydPS0lBdXc3re3RnZyc2bNiAV199NWqS+AIRQQgyBaY/DMNg9+7dePDBB7l2js2bN+O6667jdTvH8HmvYHth2e12LmPLMAyKi4uhVCrDnjV1emjM/d1/YHF6xl27Ym4xtq+cFYajCg++1cWCggKoVKqgnAPWkkGv18NutyMlJQUkSSI/Pz+qq8GTodNsx42vfDOqAu/PFpbgd1dXB/3/xdcWYyqtq/4IR4vunpou3LHz2Jhr7riwEr+9bPrNY46HP2G0YFr++Fa2cnNzoVarea2ePlFcHi8WP/UZTJbRu1hYnrx2Bm5YUBKGo/o/BgYGoNPp0N3dzT2D5XJ50Dp8ent7UVNTg4GBASQkJEClUvHag5cdR9qyZQsGBwejZhxJIGIIQabAuYPvYPqFF16Ibdu28X4w3Ww2o6amBiaTacqVCqfTyQkdeL1e5OfngyTJiG1cWvtsWLr184DWzilJxz/uWhLiIwo/DoeDUxqeqrcday5PURRnN0MQBGQyGa9/46Fm0OHGG4db8NaRFrT02SARi7CoIgs3Ly7DcjK0XpfBEOEZTrjFhv5+tBXrPzg9QrmY5ZbFZXjkStWU24yjGdYDWafTcSI8U/EP9vVkDYencqQI1GIIAK6YWYAXbjgvxEfkH1+Lp8rKSlRWVk46oWOxWKDVatHZ2RmQX22k8Xq92LVrFx566CE0Nzdj5syZ2L59O++FFQUijhBkCpx7sBLbzz33HNxuNyexzecMIsMw6O7uhkajgcViQXJyMtRqdcBm4b6S/Dk5OSBJMuL+ft2DDix4cl9Aa+eXZ+Lvty8K8RFFjsHBQWi1Wk5pWC6XT2jj0dPTA61Wi4GBAW4eULCbORs37YVEJII4zIHRVOxE2L8fKduUniEn/v5tK75p7APt9UKZl4obFsggz+Wvv2+4Ye1E9Ho9nE4nUlNTucp1oM+V4XYViYmJIEmS18+lqTKRud//UeXhlVXzQnxEo8MwDHp6ekBRFAYGBhAbG4uqqiqUl5cHfI/2tbYqLS0FQRC8Hd/xZxH3u9/9DrfccgtvA2IBXiEEmQLnJgzDoK6uDg899BBnFvzAAw/gwQcf5O2gPXC2L1p2djbUavWoVRG2ilJXVzdhc/FwwDAMLnlmPxp6/LcyDuf+5VW4f7kiDEcVWUwmE2pqamA2m5GQkACCIFBSUjLqRnNgYABarRY9PT1ccFpRURH1giDTFV/7mPEq1zRNc5VQt9uNrKwsqNXqiCeIBPzj8XjQ2Ng44nyN58FoNpuh0Wi4a1ihUKCiomLaJ4h6LU7Mf3IfaO/4W8Pbl1Vg3eVkGI5qbNiZa4qiMDQ0FFCbtNfrRWNjI/R6PdxuN+9bnxmGQVNTE9atW4e3334biYmJ+M1vfoO1a9fy9pgFeIkQZAqc2zAMg4MHD2L16tU4evQoCgsLsWnTJqxatYrXD3i32w2DwcBVNWQyGUiS5IQJaJpGc3MzDAYDnE4n0tLSQBBEwJXPcPLXr5qw4Z+aMdfESkQ4tPZi5IXA0JyPsC14FEXBZrP5rYoMF6cQi8UoLy9HVVVVWBSBBaaO2WwGRVHo7u722zLHtk3qdDrY7fZJVcYEIofL5UJdXR0aGhpA07Tf0QS73Q6KoriEA9/tKkLBnTuP4ZOarnHXffbAhajI4U8C2LdNWiqVQqlUjhhNYMcXtFotrFYrUlJSuA4kvmI2m/Hkk0/i2WefhcPhwI033ognnnhizESngMAoCEGmgABwJtP4xhtvYP369WhtbcWcOXOwfft2XHTRRby+sdpsNmi1WrS3t3PiHwkJCaitrYXdbkdycjIIgoiI52ageGgv7th5DP+hjH7fFwHYtnIWVswtDu+B8QCaptHY2AiDwQC3243s7GzI5XJ0dnZyok2sIrBUGlrjcoHQYDKZoNFoMDAwgPj4eE7Fkq2UnAttk9MZh8MBvV6P5uZmTmRNLpejvb0d9fX1k2qdnk4Yuodw7YtfwuqkR13zs4Ul2HTNjDAeVeD4etMmJydzCV/WGzk+Pp7rSOGr2KDb7carr76KDRs2wGg0YsmSJdi+fTsWLFgg3HcEJosQZAoIDMdqteKZZ57B1q1bYbFYcPXVV2PLli1QKBS8vtH29vbixIkTsFrPtJ3GxsZCrVZDJpPx9qE2HDftxYuf12PH4SaYLC7u9VmydNy/vAoXhcEjjc+4XC7odDo0NjZyr+Xm5qK6ujoihuECwYWteJw+fRoOhwMAIJFIQBAEysvLed1VIRAYw30uWTIyMjBjxoxzvvX5eEs/7tp5HF2DjhGviwDctKgUj16pQoyE388x1i6KbYkFAJFIBLlcjqqqKt6OLzAMg71792L16tXQaDSoqKjA5s2bsWLFiqjYOwjwGiHIFBDwR0dHBx555BG8/vrrkEgkuOuuu/DII4+MOVcTCVhBIIqiMDg4iJiYGIhEIrjdbqSmpkKtVgfNMiEcuDxefNc2AIvTg6L0RCjyhADK4/FwVicejwfx8fFwOp1Bt7URiBxDQ0OgKAqdnZ0QiUQQi8WgaRrp6elQqVTTUln0XMK3bVIikYCmaYjFYsjl8qBbz0QjLo8XezVdOFRrgt1NoyxLipXzZJBlRkeHhtvtRm1tLVedFolEYBiGdzoILAzDoKamBg8++CD27NmDtLQ0PPTQQ7j33nunjQerQMQRgkwBgdFgGAYnTpzAmjVr8NlnnyErKwsPP/ww7rzzTl7MvbFKd/39/SOU7kQiEScy4PF4kJeXB5VKJQzsRxlerxdNTU3cXG16ejpIkkRubi4GBgag0WhgMpkQGxsLpVKJ8vJyIfMcZfj61bJ2JLGxsSMSC7m5uVCpVEhLS4v0IQtMkN7eXmg0GvT3949om2RtMfr6+hAbGwuFQiFUraMQtl1Wp9PB6XRywlxJSUkjZnL5ougOAN3d3di4cSNeeeUVAMBtt92GDRs28HpWVCAqEYJMAYHx8Hq9+Ne//oUHH3wQer0eSqUSW7ZswVVXXRWRTf1wz66xTNiHy6UD4OTS+RAgn2s43DQ+ONGOt460oM5oQYxEjIUVmbh5URkWy0dmuBmGQVtbG3Q6HWw2GzfjU1BQMKJlm61ia7VaDA0NQSqVQqVS8Xr+VuAMbNVjuCiMSqU6q/XZ6XRytifsPB9JksL8bRTg64XIWhINv0/7XsMJCQlQKpWjzu51DNjx1pEWfK43wuaiUZIpxY/nyfA/qjzE8ryddDrC2ooNDQ0hKSkJarUa+fn5I+6/DocDtbW1aGpqgtfrRUFBAQiCiEjS126349lnn8XmzZthNptx2WWXYevWrVCr1cIzQyAUCEGmgECgOJ1OvPzyy3j88cfR29uLiy++GNu2bcOcOXPCcoM2m83Q6XTo6uqakJro/2fvvOOkqs/9/57tbGF7733KIkiRJoqCJlETzc8SzfViokYN0ahx6RiaAsJqYryxJJaoxHC9YuBiIRFEESwgIrDTtvfed2d3p57fH94ZYWnLsrtzZvm+Xy/+YWbOfGfPzDnP832e5/Pp6elBq9XS0NCAj4+PS8VS7JiPDh29Fu569SBHazpP+/g9l6ez8vrvpPkHBpxKpfKcc7UOh8Nl3u6seObl5cmutVvw/dxWUVERFouFiIgINBoNERERZ32dyWTCYDBQU1MjlIRljtlsxmAwuIR+BuOFOHBjKSgoCJVKddKG0XvH6vjd20ex2BynvH5ichiv/WIaEUEXjyqtO+nq6qKwsJDm5uZBd5L09vZSVFTk6lpISkpCqVSOitiTw+Hgf/7nf1i2bBnl5eXk5eWxefNmfvCDH4jkUjCSiCRTcDJdXV2sWrWKbdu20dTUREpKCgsWLGDJkiXnNTNisVjYsGEDW7Zsobq6mtjYWG699VZWr14tax/KwdDa2soTTzzBn//8Z+x2O3fddRfr1q0jMTFxRN6vp6cHg8FAbW0tCoWC1NRUlwLl+XCi/+K4ceNQq9UkJiaKm8wIs+DVg+wraj7rc5bMSyMvoI22tjb8/Pxcrc/nsxHgnN0sLi4+a3VMMPo4kwi9Xk9fXx8hISGo1erzthQa6ImanZ1NRkaGMEaXAQNnp4cypjCwRT40NBS1Wk2FyZs7/vIV9rPEXlNTw3n7/pl4eYnr+UjR39/v2kBQKBSumfjzsZwZrvv5YJAkia+++or8/HwOHDhATEwMa9eu5Z577vH4a4aIVT0CkWQKvqerq4vZs2fT3t7O1q1bmTJlCrt27WLBggXMmTOHnTt3DirotVqt/OhHP+LQoUNs2bKF+fPnc/DgQW6//Xbi4+P57LPPPF6qXZIkioqKWLZsGf/85z8JDg5m0aJFPPbYY8P22Xp7ezEajVRXVw/bzqcz2NXpdPT394uq1whTWNvJDc/tP+fzIvwlVk+F7KzTtz6fDydaJgCuOb+zVVIEI4MkSTQ1NaHT6ejq6nJVpy/Uc855zM7OTo+wRxjLSJLkmsnr7+8nNDSUvLy8CxJ6GZiwvloawNEm2zlft+We6VyeLS+BmbHAwA28+Ph419zlUBlqZ9JgcH4nly9fzltvvUVAQAAPP/wwy5YtGxNz3SJW9RiGdJPzXr169VDfcMgvFIw8+fn5vPfee2zdupV58+bh6+uLSqXC39+f559/ntjYWKZNm3bO4/zxj3/kpZde4plnnuHOO+/E19eXtLQ00tPT+dOf/oTVauWaa64ZhU80cigUCqKiorjtttuYO3cuhw8f5h//+AdvvPEGUVFR5OXlDTng6+/vR6/Xc+TIETo6OoiPj2fatGmkp6dfsEm3QqEgNDSUtLQ0vL29qa+vp7Kykq6uLsLCwi4qE/DR4NUDFXxd2X7O5/XZFfzntdOYnJt2wW3MPj4+xMXFkZCQQF9fHzU1NVRUVCBJEmFhYSIRGSXa29v55ptvKCoqwuFwoFQqmTJlCuHh4RfcPRAUFERqaiohISG0trZSU1NDXV0dAQEBBAcHi+6EUcC5gXDo0CEqKyvx8/PjkksuYcKECRccmHp5eREVFUVaWhodfXZeOOS8hpz7vP4gL+6C3lvwPZIkUV1dzcGDB2loaCA0NJSpU6eSnZ19wffKgIAAkpKSiImJwWQyUVtbS3l5uUtVeqj3ga6uLtatW8edd97JkSNHuP3223n33Xe55ZZbxsxGo4hVPYY1Q3mRqGSOQbq7u4mJiSE8PNzVxuGktbWV6OhoMjMzKS4uPutxnObwjY2NtLa2ntSq52whslgsNDc3j5kLHnw3a/Xmm2+ycuVKamtrmTp1KgUFBVxxxRWDDvgsFstJanQxMTEolcoRVaMbjvYfwZlZ8s4x/vvr6kE99y//OYVrNcMfIJ5J3VIkmyPDiX6ITpuZ4QhKz4SzxdJoNGKxWAgPD0ej0YjuhBFkoLrzSCrD6uu7+NGznw3qubMyI3nrVzOGfQ0XI6M9XjJQLT4rK+u8WuFtNhuvvfYav//972loaGDmzJkUFBQwc+bMMbXpJGJVj2JIXzwRmYxBPv74Y/r7+5k+ffopF6TIyEhycnIoKSmhqKjorMc5duwYNTU1aDSaU2bBfHx8mDZtGj09Pezbt2/YP4M78fb25he/+AUGg4FVq1ah1+uZO3cut956K8XFxZxtY8Zms2E0Gvnoo48oLi4mNDSU2bNnM3PmzBGXOw8ICGDSpElcddVVREdHU1payu7du11eX4ILI/w8hDhGSrQjMjKSOXPmMHXqVLy9vTl69CiffPIJDQ0NZ/1eCs6P/v5+jh49yscff0xdXR0pKSnMnz8fjUYzops2zkR2/vz55Obm0tXVxf79+/nyyy/p6uoasfe9GOnt7eXw4cN8+umntLW1kZWVxfz588nKyhoxIbWQgMHPzp3PcwWnp6enh6+++ooDBw5gMplQqVTMmzePpKSkEU3WoqOjmTNnDtOnT2fcuHHo9Xp2797t2nQ+E5Ik8dFHHzFlyhTuu+8+/P39eeutt9i/fz+zZs0aUwkmiFj1YkAkmWOQ48ePA5CWlnbax53/73zeSB/HUwkODmb16tXo9Xruuusu3n33XfLy8sjPz6etre2k55pMJl544QU++ugjDAYDQUFBzJgxg8svv3zUjZvHjx/PzJkzmTFjBgEBARQWFrqCZZGIDJ3r8mIG9bzEsHFcmjJyGwoKhYLExETmzZtHXl4e/f39fPXVV3z++ee0t5+7nVdwZqxWKwaDgd27d1NRUUFMTAxXXXUVl1566aiamvv6+qJUKpk/fz7p6ek0NTWxd+9ejhw5Ql9f36itYyxitVrRarXs2bOHmpoakpKSmDdv3ohvIMB31wZNwuDEg34oWmWHjMVi4dixY3z88cc0NDSQlpbG/PnzycnJGTUldoVCQVxcHHPnzmXq1Kn4+Phw/PhxPvzwQ/7whz9gsVhcz5UkCZ1Ox49//GOuvfZaKioqWL9+PTqdjjvuuGPMdqqIWHXsMza/uRc5DQ0NAGesnIWFhQHfWSyMxnE8neTkZF577TUOHjzIzJkzeeaZZ8jNzeW5556ju7ub9evXk5aWxsKFCykrK2PatGlceeWV5602OdzExsYyd+5cJk6ciM1m49ChQxw4cEAkIueJw+GgvLycOu1BlKHnrgg/cGUG3qOgCunl5UVmZibXXHMNWVlZtLW1sW/fPr7++mt6e3tH/P3HEg6Hg7KyMnbv3o3RaGT8+PHMnj2bGTNmuMUDz0lAQACXXHIJV199NQkJCVRVVbF79260Wu1JQarg3DgcDkpLS/noo48oKSkhIiKCK664gilTpoyaV6lCoeBXczLO+bwwP1AG9p216iU4FbvdTklJCR999BHl5eWuTaKJEye6zSLIuSl49dVXM2nSJP7973/zu9/9jszMTF544QUaGhp46KGHmDhxIh9++CH33XcfRqORZcuWjXkPXRGrjn1EP8YYxLnTfSZVS+du7bkC0eE6zlhAoVAwdepUPv74Y7Zv386SJUv47W9/y+rVq2lrayMuLo5nnnmG+++/X1Zy4l5eXqSlpZGYmEhJSQklJSXs27ePpKQk1Gr1qFZnPA1JkqitrcVgMGAymQgKCuIPt6lY8mE1x87ik3nnjNRRXaevry8ajYb09HQMBgPV1dXU19eTnp4+4jO5JrON7d/Wsquwgc4+KzEh/tw4KZEfaOLw85H/HqbzHOv1enp7ewkODmbixInEx8fLqjUtODiYadOm0d7ejk6no6SkhMrKSpftiSf55Lb0mPnvQ9V8bGii12InKXwct05JYp4qdkQ2ZyRJoq6uDp1OR29vLyEhIUyePNltm4A3TkpAV9/FX/aVnfbxsAAfHp7kRZFBR3VlObm5uef0173YGXiOx48fj0ajISZmcN0no4GXlxepqals3LiR8PBwnnvuORYuXMjKlStpa2vjmmuuYfPmzVxyySWyuvaMJCJWHfvIJxoWDBvOxMFqtZ72cecO+Ll2yYbrOGMJhUKBQqFwXbR6enpQq9UkJCRw1VVXyTbYcyq2paWlodPpXAqWmZmZZGdnX5DNxljjdFYVEydOdAnsvH1/Eju+reWtg9WUNHbj4+3FzIxIFsxMZVaW+ywHAgMDmTx5MhkZGeh0OkpLS6mqqhoxIZPjNZ3c/fohmrvNJ/3/bn0T2THB/O3uy0gMk+8mxkDrkBPPsVwJDw9n1qxZNDc3o9Vq0el0lJWVDYuVymjwsaGRB986Qq/l+wqdvr6Lj3SNTE4J45W7pp3X7PO5aG1tpbCwkI6ODvz9/Zk0aZLbEzaFQsHy61RMS4vgb5+Xc6CkFYDQcb7cOiWJuy9PJz40gOrqagwGA99++y0lJSWoVCrZbX7Igba2NrRaLW1tba5zLOffQkBAABMmTCA2NpaEhAQMBgPwnQhOW1ubbNc9EohYdewjkswxSFzcd7McZ2qL7OjoAL5rpxyN44wFnAP5K1eu5NChQ0RGRrJ582Zuu+02CgoKeOGFF5gyZQp33303a9euJT4+3t1LPi3jxo1jypQpZGRkoNVqKS4upqqqSqiU/h+tra3o9XpaW1vx9fVFrVaTnp5+UnU6wNebn01L4WfTUty40jMTFhbGzJkzXYmIVqulvLwclUo1bIqK9Z19LHj1K9p7T39TL27q4T9f+Yr3H5rDOD95bbx0dHSg0+lobm7Gx8cHlUp1XsqP7kahUBATE0N0dDQ1NTWuRKS0tBS1Wu32Nv0zcbymk/vfPIzVfvq58G+qOvjVG1/z9v0z8brAimZ3dzc6nY6Ghga8vb1RKpVkZmbK6hxfo47lGnUs/VY7ZquD4ACfkyq5KSkpJCYmUlFRQVFREYcOHSIsLAy1Wk10dLQbVy4Pent70el01NbW4u3tTW5uLllZWbI6xyciSRJff/01+fn57Nu3j+joaFatWsWtt97Kf/3Xf/GHP/yBq6++mnnz5vHkk08yffp0dy95xBGx6thHnr9GwQUxYcIEAMrLy0/7eEVFxUnPG+njeDplZWXcfffdfPrpp4SEhLBmzRoeeeQR16zWs88+y69//WuWLl3Kyy+/zH//93+zZMkSHn30UdnunIWHhzN79mwaGhrQarUcPXqUsrIyNBrNRXkh7urqQq/Xu4LS7Oxsj67wnpiIOM3lDx8+TElJCRqN5oKD1L8dqDhjgumkrNnE/x6tlU0ybjKZMBgM1NTUuOZZh8swfSBmm509+ibKW0z4+3gxOysKVfzwznYqFAqSk5NJSEhwJSJfffUVERERaDQaIiIihvX9LpTnPyk5Y4Lp5OvKdg6UtjAne2jfz/7+foxGI5WVlcB3gh+5ubmyti0I8PUmwPf0GzHe3t5kZmaSkpJCaWkpJSUlfP7550RHR6NSqUZcsVyOWK1WioqKKCsrw+FwkJycjEqlku3ohyRJ1NTUsGLFCrZs2YKfnx/5+fmsWLHCNSu4du1aHnroITZu3Mif//xnZsyYwU9+8hO2bNlyilrqWELEqmMf4ZM5Bunu7iY6OpqIiIgzeg9lZGRQUlJy1uNIkkRycjJNTU0XtfdQZ2cnGo2Gn//85yxZsuSMnnWSJLFnzx7y8/M5evQoKSkprF+/XvbqcE5hG6PRiNVqJTo6mry8PLcKnowWJyYeCoWC1NRU2QelQ8Fms1FWVkZxcbHrt6tWq4d0jiVJYuoTu2k1nVt4ZmpqOO/8etZQljxsmM1mioqKKC8vR5IkkpKSUKlUI7YB9Pahap76l4HWnpP/PpelR1Bwy0RSIkfmfa1WKyUlJZSWlmK324mLi0OtVssiSO3sszJ53UfYHecOG26clMCzt196Xse32WyUlpZSXFwsu88+nJjNZoqLiykvL8fhcJCQkIBSqRxzn/N0DPSQjYqKQqPRuBI1OdLd3c3mzZt5+umn6e3t5ZZbbmHDhg1kZmaesdugpqaGJ554AqPRyMcffyzLroThQsSqHoXwyRR8R0hICPfccw/19fV8+OGHJz32t7/9DUmSeOSRR1z/19XVxQ033MBdd911kpqdQqHg4Ycfxmq18uabb550nB07dtDW1sb9998/5n+0oaGhlJaWsmnTprOaoisUCubPn8/hw4d5+eWXsVqt3HnnncyaNYsDBw7I1j7EWdWZP38+mZmZtLS0sHfvXr799lv6+/vdvbwRob+/n2PHjp1iYzBx4sQx+X328fEhJyfnFEuMoZxjs80xqAQToK7DfXYbTs9apz9ddHQ0c+fOHVE10Te/qGDxtmOnJJgAB8vbuOXFz0fsb+Kcu543bx5paWk0Njby8ccf8+2337rd9qS52zyoBBOgvmPw30dn4rF7924MBgMhISHMnj2b6dOnj8nEy9/fn7y8PObNm0dKSgp1dXWu37G7z/FIIUkSDQ0N7N27l+PHj+Pr68v06dOZNWuWbBNMu93Oq6++ilKpZN26dWg0Gvbt28fbb79NVlbWWRPHpKQkXnzxRXbv3j2mE0wQserFgKhkjlE6OzuZNWsWnZ2dbN26lSlTprBr1y4WLFjArFmzeP/9912zC++88w633norAIcOHWLq1Kmu41itVq699lq++eYbtmzZwvz58zl48CC33347sbGx7N+/n+DgYLd8RrnT3d3NU089xTPPPENfXx+33XYb69evJyMjQ9Y3D5PJhFarpb6+3tU6Krd5pqEysNoTGxuLSqUiNDTU3UsbVXp6etDpdK5znJWVRWZm5qDagx0OidzHPzxn6yNAdkwwH/3uyuFY8qBxOBxUVlZiNBoxm82jNsfWbrIwY8MezLaz29z8v0sTeeZnk0Z0LfDd9Uev17vOcUZGhttawBs6+5mxYc+gnnu1MoZXfzHtrM+RJInGxkZ0Oh3d3d0EBga6BNjkfG0dbk48x15eXqOiKD2adHZ2UlhYSEtLC35+fuTm5pKWlibbziBJkti7dy+PPfYY3377LcnJyaxfv56f//znsl2zuxGxqscwpAurSDLHMJ2dnaxatYpt27bR1NRESkoKCxYsYMmSJSfdhOrq6pgzZw6RkZF8+umnp8w2mM1m1q9fz5YtW6ipqSE2NpZbb72V1atXj8nd4uFEkiSqq6td8xj+/v789re/ZcWKFbJPbE5UZgwICEClUpGcnOyRQZzdbqe8vJyioiKsVisRERGo1eqzVqYvBtra2igsLKS9vR1/f39yc3NJTU09Z0D0wJuH2aVtOOfxF87NZPEPlcO13LMiSRL19fXodDqX5YxKpRq1xOPlz8p44n39OZ/n5+PFweXzCAscnUSgra0NnU7nErMaKbXhc/GT/9p/RuufE9n4/yZw+2VnnuN12ri0tLTg6+vrSjzkquw9GrS1taHX62lpacHHx8e1aeSpG4N9fX0YDAaqqqrw8vIiIyODnJwc2c7IS5KE0Whk6dKl7Nixg5CQEBYvXsyjjz5KUFCQu5cne0Ss6hGIJFMgkCuSJHHw4EHy8/PZv38/0dHRrFmzhnvvvVe2N0743kdQp9PXzsKrAAAgAElEQVTR19dHaGgoeXl5REW5z6rjfHA4HC4rgP7+fsaPH49KpZKtAqc7GJicBQcHo1ariYuLO+Pf6KuyVn72ly/Pelw/Hy8+fuxKksJHXvyqpaUFrVbrsqoYbLI8nDy89Qg7vq0b1HPfvn8ml6WPnjDPwMrfuHHjUCqVo7pptOPbWh7e+u1ZnxMZ5MdnS64i0O/U5OhENVFPSDxGG0mSaG5uPsmWJycnR9aVv4HYbDaXn7PdbicxMRGVSiXrRK2lpYV169bxwgsvYLfb+eUvf8natWtJSEhw99IEguFEJJkCgdxxOBxs27aNpUuXutRcN2/ezA9/+ENZJz12u90lrGGz2YiLi0Oj0ci2/cRpzq3X6zGZTAQGBqJUKklKSpL139mdDBTWiIyMRK1Wn1Gl9C/7Sln/geG0j/l4KXjujkv50YSRtfLp7OxEp9PR1NTk9tZuOSeZTpydFQaDgb6+PsaPH49arSYmJmbEfxeSJPHE+3pe2X96BciQAB9ev/syJqecrJhqsVhcwk0Oh2PEhZs8nYGbRp5w7ZMkiaqqKvR6PWazmfDwcPLy8mSnkHwiZrOZ559/nieeeIK2tjbmzZvH5s2bmTRpkmz/zgLBBSCSTIHAU+jv7+e5555j/fr1dHR08IMf/IDNmzeTl5cn6xuU2WzGYDCcZBGgVCplMwN0ut18d1S1PBmr1UpxcTGlpaUuBUu1Wn3aasInxiZe/qyc/SUtAHh7KfiBJpb7r8hkYvLIiXL09vZiMBiorq5GoVC4rCpGwo5ksLx2oJw1O3XnfF6ArxdfLZ9P6Dj3VeAGto9HRUWhVqtH3BJDkiR2FTbw2oEKDla0ARDo581NlyZy35wM0qK+/46dbo1yVxOVEwO7OEJCQlCpVGftUHAHzc3NFBYW0tXV5RGztQ6Hgx07drB06VKKiorIzc1l06ZN3HDDDeIeIxjLiCRTIPA0mpqaWLNmDX/5y1+QJIl7772XNWvWyN6rsqurC51OR2Njo1vnvE7kxFktHx8fsrOzycjI8Ni5JHdz4lyUQqEgPT2d3Nzc024odPZZ6eqzEhHkR5D/yP29B1a15NRO19lnZcb6PfRZ7Wd93s+mJvPULZeM0qrOjsViobi42OU5mJCQgEqlGpUOha5+K30WO+GBfvj5fB+cO1v09Xo9vb29o1ptHYsMTNbDw8NRq9VuH3no7u5Gq9XS2NjoUr/OyMiQ7WytJEl88803LFq0iL179xIVFcXjjz/O/fff79bNLYFglBBJpkDgiUiShE6nY/HixXzwwQeEhoaydOlSHn74YdkaTDtpampCq9W6dRe6q6sLg8HgUlh0qmjKpbrq6ZzYkuquYHCgz6dcq1pvf13N4neOnfHxxLBx/HPhLGLGy0tKf+CGgrv8Ypubm9FqtXR2dhIQEIBSqSQlJUUkl8PAQGXtmJgY1Gr1qAvQna4bxt1dCOeitraWlStX8vrrr+Pr68tvfvMbVqxYcdELxwkuKkSSKRB4MpIk8e9//5v8/HwKCwtJS0tjw4YN3HbbbbJuwxk4TxMREYFGoxnxeZqBLZMpKSnk5ubKPjH3VJqamlxtyOPGjUOlUo34nNfAlr/Q0FBXVUuu7Dxax8YPDdQO8MO8Kjea9f9vAvGh8v1+dnV1odfraWhowNvbm8zMTLKyskZcXOfEzgjRhTCy9Pf3U1RUREVFBZIkkZiYiFKpHPHqtd1up6ysjKKiItdcv1qtlrXqp8lkoqCggM2bN2MymfjpT3/Khg0byMnJERsfgosNkWQKBGMBm83GK6+8wqpVq2hsbGTWrFkUFBQwY8YMWd/YTqcMqFarh12gw2w2u4IkZ8vkaARJgu82FGpqatDr9S614ZFI+pwG7Dqdjp6eHgIDA1GpVCQmJsr6N+DE7pDYX9JCWXMP/j7ezMqMPGneUO60trai0+loa2vDz8/PpVI63NXr/v5+V1VLLrO1FwsmkwmDwUBNTY2rep2TkzPsm3SnUyjXaDQj7lt7IdjtdrZs2cLKlSupqalh8uTJPP3001x55ZUecf0RCEYAkWQKBGOJzs5ONm7cyB//+Ef6+/u54447WL9+PampqbK+0fX19aHX66murh5WqwGr1UppaakriY2JiUGlUsmuZfJiYGBVYjhb71pbW9FqtbS3t49ogiM4OyOZ6A/8LcfHx6NWq8VGkRsYWL1OT08ftnGDE314PcFrWZIk9u3bR35+Pl9//TWJiYk8+eST3HnnneL6I7jYEUmmQDDWkCSJyspKli9fzj/+8Q/GjRvHI488wtKlSxk/fry7l3dWOjo60Gq1tLS04Ofnh1KpHJLKq91up6KigqKiIiwWi2yEKwTfV5XLy8uRJImUlBSUSuWQqiHuatUUnJ3hbFl2OBxUVlZiNBpdVhUajUbMtsmAtrY2dDodra2t+Pr6kpWVNeSWZZPJhE6no66uzu3WQoNBkiSKi4tZtmwZ7777LkFBQeTn55Ofny82PgSC7xBJpkAwVpEkiS+++IL8/Hy++OILYmNjWbt2LXfffbdsb9zwvQm8Vqulp6eH4OBgNBoNsbGx59zNHujpJ1cJfsGpQaVTfGkwCaJcRGcEZ2eg+FJ0dDRqtXpQnQQDq6JBQUGo1Wri4+PFb1lGSJJEU1MTer1+SBZQTvXnsrIy16aTSqWS9W+5ra2NJ554gj//+c9YrVbuuusu1q1bR1JSkruXJhDICZFkCgRjHYfDwdtvv82yZcuoqKhgwoQJFBQUcM0118g6WHM4HFRUVGA0GrFYLERFRZGXl3fa9kqnmbjBYKC7u5tx48ahVCpl3WYl+I62tja0Wq1rli83N5e0tLTTBqjutM8QDJ3ztZFpb29Hq9XS2tp6zu+EQB445ygNBgMmk4mgoCCUSuUZW6UdDgfl5eUYjUasVivR0dFoNJpRV649HywWCy+99BJr166lpaWFuXPnUlBQwOTJk8V9RiA4FZFkCgQXC319fTz77LNs2LCBrq4urrvuOjZt2oRarZb1DdJqtbp2uh0Oxyntlc3Nzeh0Ojo6OsQ8nodyrqqVc56zuLgYq9VKZGQkarV6xNWIBcPLQHXngaI9JpMJvV5PbW0tXl5eZGZmDrq6LZAHA9ubB3qWOn/rWq0Wk8lEcHAweXl5svY0lSSJ9957j8WLF2MwGMjOzmbjxo3cdNNNYuNDIDgzIskUCC42GhoaWL16NS+//DIKhYL77ruPVatWydriAU4OQL29vUlKSsJkMtHS0oKPj49rHkgEpJ7L6ebvoqOjqa6upq+v75SAVeCZnGg/4myVttlsLouM5ORkVCqVsBbyYGw2G+Xl5SdtDCUnJ1NdXe2qUA915n60kCSJo0ePsmjRInbv3k1ERAQrV65k4cKFQs1YIDg3IskUCC5GJEni+PHjLF68mH/961+EhYWxfPlyHnroIVnPwgDU1NRw7NgxrFYrANHR0UyePFn26xYMHovFwrFjx6itrQXA29ub3NxcsrKyRHI5hmhqauLIkSP09/cDEBwczJQpU4T68xjCYrGg1+uprKzEGTumpKSQl5cn6w3Buro6Vq1axauvvoq3tze//vWvefzxx4V4nEAweESSKRBczEiSxIcffsiiRYvQ6XRkZmayYcMGbr75ZtntLvf19WE0GqmqqkKSJKKioujp6aG/v5/x48eTl5cnax81weAYqFgZHBxMe3u78EQcQwz0Tg0MDMThcNDf309QUBAqlYqEhASxoeDhWK1WSkpKKC0txW63ExQUhMlkAiApKQmlUnnGuVx30dvbyzPPPMOmTZvo7u7mJz/5CRs3bkSpVIrvo0BwfogkUyAQfLfb/PLLL7N69Wqam5uZM2cOBQUFTJs2ze031oFiL/Hx8ahUKkJCQrDb7S7xCJvNRmxsLBqNhpCQELeuWXD+dHd3o9frqa+vP0Vt9sT2Sh8fH7Kzs4dslSBwL83NzWi1Wjo7O08S6JIkiaqqKgwGA2azmbCwMNRqtdg48kCcNlrOcxkREUFeXh7h4eH09PRgMBiora11bRzl5OS4vRPF4XDw1ltvsWLFCqqqqpg0aRIFBQVcffXVbr8HCgQeikgyBQLB93R0dLB+/Xr+9Kc/YbFY+I//+A+efPJJt6i02mw2l/m6zWYjKioKtVpNeHj4Kc81m80YjUYqKioASE1NRalUioqXBzCwQu20IzndPN6JCYonGLULvqerqwutVktTUxM+Pj7k5OSQkZFxikDXwN99TEwMarVa1qqjgu9pamqisLCQ7u7us9rOdHZ2otfrXXO57vK4lSSJAwcO8Nhjj3Hw4EHi4+N54oknuOuuu4R4nEBwYYgkUyAQnIwkSZSVlbFs2TL+53/+h8DAQH73u9+xePHiUakQOq1LioqKXBUNlUo1KGGi7u5udDodDQ0NZw1kBe7HarW6KtR2u524uDjUavU5v2NOqwSdTucSA9JoNLIXrrpYGehpmp6eTk5Ozjk3gMxms8v2RJIkkpKSUKlUBAYGjtLKBefDiZsIvr6+LtuZc117W1tb0el0tLW14evrS05ODunp6SN+zXb3fU4guAgQSabg4qOrq4tVq1axbds2mpqaSElJYcGCBSxZsmTQu6iffPIJr7/+Ovv27aOmpgY/Pz9UKhV33nknCxcuHBNtfJIksX//fvLz8107vOvWreMXv/jFiAQAzjktg8FAb28vwcHBqFSqIZmvD2zJU6vVZ/RrE4wudrvdtYlgsViIiIhAo9Gctx2Js1W6qKjIY3z2LiYGzuMN1dPUZDJhMBioqanBy8vL1V4puhTkQX9/PwaDgcrKStcmQm5uLn5+foM+hiRJNDY2otPp6O7uJiAggNzcXFJSUkZEG0BOHTvDjYhvBDJCJJmCi4uuri5mz55Ne3s7W7duZcqUKezatYsFCxYwZ84cdu7cec4EasuWLfznf/4nkydP5tlnn2XSpEk0NTWxceNG/vrXv3LNNdfwwQcfjJkLscPh4B//+AfLly8fkVmV0wUYzjmtCwkwJEmiuroavV5Pf38/4eHh5OXlCW9FNzFQ7CUkJAS1Wk1sbOwFfY8sFour4uVwOEhOTkapVIqKl5twdiIYjcYL2kQYSEdHB3q93tVuK+Zy3Yvdbqe0tJSioiLsdjvx8fGo1erz3kQ4kYEbjcMtAmWxWPjrX//KmjVrZKc9MByI+EYgM4b0o/JevXr1UN9wyC8UCIaD/Px83nvvPbZu3cq8efPw9fVFpVLh7+/P888/T2xsLNOmTTvrMQ4ePMi//vUvvvjiC/Ly8vDz8yM8PJwf//jH7Nmzh08++YS0tDQuvfTSUfpUI4tCoeCSSy7h/vvvJzAwkJ07d/Lyyy9z5MgRLr30UiIjI4d8g25tbeXw4cOUlJQAoFQqmTJlCuHh4Rd801coFISGhrpaturr66moqKC7u5uwsLDz2mkXDB1JkmhqauLQoUNUVFTg4+NDXl4eEydOJCQk5ILPs7e3NzExMSQlJWE2m6mpqaGiogKbzUZ4eLholR4lJEmivr6egwcPUlNTQ0BAAJdeeilqtXpYEv6AgACSk5OJjIyko6ODmpoaqqqq8PHxYfz48WMiSfAEnIngwYMHqa+vZ/z48UydOpXs7OwLvqY6r9np6en4+/vT3NxMdXU1DQ0NBAYGEhgYOKTz7FRRv/nmm3n99deJj4/npZdeYtOmTSQlJY2Z746IbwQyY81QXiQqmQKPpLu7m5iYGMLDw13Kdk5aW1uJjo4mMzOT4uLisx5nx44dbNu2jTfeeOOUxzZu3MiyZcu44447eOutt4b9M8iBgf5hDzzwAL///e/Pyz/MHaIPA9u6MjIyyMnJEcnmCNLe3o5Op6OlpQVfX19X9WkkE78T39PPz8814yU3S56xRFtbG1qtlra2Nvz9/cnNzSU1NXXE/uaSJFFXV4dOp7vg1nrB4GltbaWwsJCOjg4CAgJQq9UjmqSdTvxNpVINuiru9INetGgR//73vwkLC2PFihU8+OCDblezHW5EfCOQIUO6MIgaucAj+fjjj+nv72f69Omn3BQjIyPJycnBaDRSVFRETk7OGY9z4403cuONN572MadgwAVsxMiehIQE/vKXv/Cb3/yGRYsW8dxzz/H3v/+dFStW8Jvf/Oass1ID5eudNhWjccMPCAhg0qRJpKeno9VqKS0tpaqqitzcXJGEDDM9PT3o9Xrq6urw8vIiKytrWCodgyE8PJxZs2bR2NiIVqulsLCQ8vJy4b04AvT09KDT6Vy2Mzk5OaOiEKpQKEhMTCQ+Pt7Vmnvo0CHCw8NRq9XnteElODcDz7NKpSIzM3PEuwR8fHxc12enSNhnn31GXFwcKpWK8ePHn/G1DQ0NrF69mpdffhmFQsHChQtZtWrVmBUIE/GNYKwgkkyBR3L8+HEA0tLSTvt4WloaRqOR48ePn/UifDaKiooAuOKKK4b0ek9BoVAwadIk/vWvf/H++++zePFiHnvsMV588UU2btzITTfddFLSVlZWxueff8748eORJMmtc3OhoaHMnDmTpqamk5IQjUZDXFycSEIugP7+foxGI5WVlW49zwqFgri4OGJiYlzei19//TXh4eFoNBoiIyNHdT1jjRMtgyRJIiUlBaVSeVrbmZHEy8uLjIwMkpOTXRWvAwcOEBsbi1qtPmsSIjg3FosFo9HoUvh1WkONdhXQz88PjUZDRkaGy+6ooaGB4uJibrjhBpRKpeu5fX19/PGPf2Tjxo10dXVx/fXX89RTT6FWq8f0tV3EN4KxgkgyBR5JQ0MDwGl9FgHCwsIAaGxsHNLxrVYr77zzDgkJCdx1111DW6SH4eXlxY9//GN+8IMf8NJLL7F27Vpuvvlm5s6dy+bNm0lKSuLxxx/njTfeIDw8nG3btjFhwgS3B38KhYLY2Fiio6NdScjBgweJjIwkLy/P9V0QDA6r1eoK8u12u2yCfKcaaVJSEqWlpRQXF7N///5B26UITsYp9lJcXIzNZpPNefb19UWpVJKWlkZRUREVFRU0NjYKEagh4nA4KC8vx2g0YrVaiYmJQaPRuP08jxs3jkmTJpGVlcWhQ4d4/PHHWbZsGbfffjtPPvkkn3/+OcuWLaOiooIJEyZQUFDANddcM6aTSycivhGMFUSSKfBI+vr6AM7YyuVs5evt7R3S8Z966inq6+vZtWvXRRfU+Pn58dBDD7mk4J977jlmz56Nr68vJpOJiRMnsnHjRmbPnu3upZ6EMwlJTEykuLiY0tJSPv30U5KSklCr1aNemfE0BiqJyrVd0dl2l5qa6qq0NjY2kpqaSm5u7pibzxpuBio1h4aGotFoiI6OdvfSTiIgIIBLLrmEjIwMDAYD1dXV1NbWutryxfz12XGKN+l0OkwmEyEhIUydOlV2LabBwcFcddVVfPjhhyxZsoQtW7bwzjvvYDabiYqK4qWXXuLuu+++qBRQRXwjGCtcPL9awZjCmTBYrdbTPm6xWACGdAH95JNPWLduHX/4wx+49tprh75IDyckJISsrCzCwsJobm4mMDAQpVLJjTfeyOWXX+7u5Z0RX19f1Go1aWlp6PV6ampqqKurIysra1RmzDwNSZKora1Fr9e7hFcmTpwoe+GVgIAAJk6cSEZGBjqdjoqKCqqrq8nOziYzM/OiCkoHi7OtvKuri3HjxjF58mTZK3IGBwczdepUMjMz0el0lJSUUFlZOSrCU55Ke3s7hYWFLvGmiRMnkpqaKtvz7GzfzcjIoKmpifb2dvr7+3E4HPT29mKz2S6q37OIbwRjBaGOIfBI4uLigO9upqejo6MDgNjY2PM67tGjR/npT3/KsmXLePjhhy9skR6K00tTpVKxcOFCQkNDeeutt3j33XcJCgpi7dq1KJVK/va3v2G329293DMSGBjIlClTuOKKKwgPD6eoqIg9e/a4Zs8E3yUdn376KYcPH8ZutzNx4kSuuuoqjxLVCQkJYfr06cyePZuQkBAMBgO7d+92zZIKvlOA/vzzz/niiy/o6+tDo9Ewb948jzKsd4pAzZw5k3HjxqHT6Vzn2eFwuHt5sqC3t5fDhw+zb98+Ojs7ycnJYd68eaSlpcn2PHd1dbF8+XLUajVbt25l5syZHDlyhHfffZeYmBgeffRRcnJyeO2117DZbO5e7qgg4hvBWEFYmAg8kh07dnDTTTdx4403sn379lMeVyqVGI1GjEbjoAfjjx07xtVXX82DDz7IBfjHejR79+7l0Ucf5ejRo8THx7Nq1SruvvtuV/XPbre71GdramqYMmUKBQUFXHnllbINYuD0rWN5eXmyax0bLTo6OtDpdDQ3N+Pj4+OqCnl6tWCgHUZISAgajYaYmBhZfz9Hir6+PvR6PdXV1WPK6sfp72gwGFznWaVSXbRiX1ar1TUi4HA4PGJEwGaz8corr7Bq1SoaGxuZNWsWBQUFzJgxw3UO7XY7b775JqtWraKqqgqlUslLL7005sVqRHwjkCFDurCKJFPgkXR3dxMdHU1ERMQZfaQyMjIoKSkZ1PGOHTvGvHnzWLhwIWvWfO85W11dza5du/jVr3417J9Bjrz++us88sgjLFu2jAcffPCM7Tg9PT08/fTTbN68GZPJxE9/+lM2btxIdna2rIM8uYpgjBYmkwmDwUBNTQ1eXl6kp6eTnZ19VqsaT8Rut7vmS61WK1FRUWg0motGBGpg0pGYmIhKpSIoKMjdSxtWnOe5qKgIi8VCREQEGo1m0N6Lno7D4aCyshKDwYDFYvEIsTNJkvj3v//NokWLOH78OOnp6WzYsIFbb731jNZTZrOZF198kSeffJKdO3cyffr0UV716CLiG4EMGVpgJ0nSUP8JBG5l4cKFEiC9//77J/1/QUGBBEjPPfec6/86Ozul66+/XlqwYIFks9lOev6xY8ekqKgo6fHHHz/lPfbu3SulpqaOyPrliM1mk9ra2gb9/JqaGumXv/ylpFAoJD8/P+mRRx6RWlpaRnCFw4PZbJaOHTsm7dixQ9q+fbt05MgRqa+vz93LGjH6+/tP+rxff/21ZDKZ3L2sEcdisUiFhYXS//7v/14Un9tut0slJSXSBx98IG3fvl367LPPzuv37KlYLBZJp9NJO3fulLZv3y59+eWXUldXl7uXNWI4HA6poaFB2rNnj7R9+3bpo48+kurq6iSHw+HupZ0Rh8MhFRYWStddd50ESKGhodLGjRul3t7eQR9jLF+jByLiG4HMGFKuKCqZAo+ls7OTWbNm0dnZydatW5kyZQq7du1iwYIFzJo1i/fff9/V/vfOO+9w6623AnDo0CGmTp0KQGFhIVdddRVms5nrrrvulPdoamqirKyMioqKUftcnoYkSXzzzTcsWrSIvXv3EhUVxeOPP84DDzwg+7a8gcbk2dnZZGVljRkxEZvN5rIjsdlsxMTEoFarCQ0NdffSRpXe3l6XCJTTj3EsKZRK/9cmrNfrMZlMBAcHo9FoiI2NlXVnwXAz0NvVqTgs57bR86WzsxOtVktzczO+vr7k5uaSnp5+xiqgHGhqamL16tX89a9/RZIk7r33XlavXu2aPRSciohvBDJDtMsKLj46OztZtWoV27Zto6mpiZSUFBYsWMCSJUtOCiDr6uqYM2cOkZGRfPrpp66gY/Xq1Se1j5yO1NRUcREeBA6Hgx07drB06VKKiopQKpU89dRT3HDDDbIOgOC7FqTCwkI6OjoICAhArVbLXnXzbDjb6IxGI2azmbCwMNRqtexsKkabjo4OtFotLS0t+Pr6kpOTQ3p6ukdvKrS2tqLVamlvb8ff3x+lUklKSorsf3MjSXd3N3q9nvr6ery8vMjMzCQ7O9ujlaX7+/vR6/VUVVV5zHxtf38/zz33HOvXr6ejo4Mf/vCHbNq0iby8PI+9to4mIr4RyAiRZAoEAvdjNpt54YUXWLduHW1tbcybN4/NmzczadIkWQcW0v+Jiej1evr6+ggNDSUvL092PpFnQxogcBQUFIRKpfIotdiRRpIkl5VHd3c3gYGBqFQqEhMTPepvdGIi5e3t7bLo8XTxpuGkra0NnU5Ha2urx24qOLsRiouLsdvtJCQkoFarZT1f63A42LZtG8uWLaO0tBSNRsPmzZv54Q9/6FG/MYFA4EIkmQKBQD60tLSwbt06XnjhBex2O7/85S9Zu3YtCQkJ7l7aWbHb7a6gzmazERcXh0ajITg42N1LOystLS1otVo6Ojrw9/cnNzeX1NTUi7qidTYkSaKqqgqDwUB/fz9hYWFoNBrZbyqYzWYMBsNJLaFKpZKAgAB3L02WSJJEY2MjOp2O7u5uxo0bh1KplL19iyRJVFdXo9fr6e/vJzw8HI1GQ2RkpLuXdkYkSeLgwYPk5+ezf/9+oqOjWbNmDffee69HV5EFAoFIMgUCgcyQJAmj0cjSpUvZsWMHwcHBLF68mMcee2xIRtKjiXO+q6KiAoVCQXp6Orm5ubJrT+vs7ESn09HU1OSaK83MzBQVrUEycG41NjYWtVotO8XhgRWtuLg41Go1ISEh7l6aR+BM2gwGA319fYwfPx61Wi1Le5vm5ma0Wi2dnZ2MGzcOtVot60q782+7YsUK/v73v+Pn58fDDz/M8uXLL7r5b4FgjCKSTIFAIE8kSWLv3r3k5+dz5MgRUlJSePLJJ/n5z38u+0pbV1cXWq2WpqYmWbXc9fb2YjAYXB6IaWlp5Obmjjk7ktHCbDa7NhXkVCH01IqrXLHb7ZSXl1NUVITVaiUyMhK1Wi0L25Pu7m50Oh0NDQ34+PiQk5NDRkaG2681Z6O7u5unnnqKZ555hr6+Pn72s5+xfv160tPTZZsUCwSC80YkmQKBQN7Y7XbeeOMNVq5cSV1dHZdddhkFBQVcfvnlsg9InHN8XV1dBAYGotFoiI+PH/V1WywWioqKKC8vH9MeiO5ioOKwu2Ydx8rsqFyxWq0UFRVRVlaGw+EgISEBlUrllrb4Ezc4ANcGh5w3jOx2O6WuI9IAACAASURBVK+99hq///3vqa+vZ/r06RQUFDB79mzx/RQIxh4iyRQIBJ5Bd3c3mzdv5umnn6a3t5dbbrmFDRs2kJmZKesAxVlV0uv1mM1mIiIiyMvLIzw8fMTf22azUVZW5poVjYqKQqPRyNp43ZNxp2rrQBXc3Nxc0tLSZF3R8lT6+vowGAwu1Van7cloVLDtdjtlZWUUFRW5WrU1Go2sW6AlSWLPnj3k5+dz9OhRUlJSWL9+PXfccYfsu1IEAsGQEUmmQCDwHJxqritWrGDLli34+fnx0EMPsWLFCtknTjabjeLiYkpLS7Hb7SQmJqJWq0dkztThcLhmyfr7+wkNDXXNkglGloFqvcHBwajVauLi4kZkM2Ss+3nKma6uLvR6PQ0NDXh7e5OZmUlWVtaICNY4fU11Oh29vb2MHz+evLw8WVsMSZKEwWBgyZIl7Ny5k5CQEJYsWcKjjz4q+/l6gUBwwYgkUyAQeB6SJHHo0CEWLVrEvn37iIqKYtWqVdx3332yD677+vrQ6/VUV1e7koKcnJxhCUwlSaKhoQGdTkdPT49ol3QjDoeDiooKjEYjFouFyMhINBrNsFWwLRYLxcXFrtbNpKQkVCqVCN7dQGtrKzqdjra2Nvz8/MjJyRnWKnJbWxuFhYWuCrlKpSIlJUXWv+mWlhbWrFnDiy++iMPh4J577mHNmjXEx8e7e2kCgWB0EEmmQCDwXBwOB++++y5Lly6ltLQUlUrF5s2bue6662QdgMHJ7Y1+fn4olcoLsg8Z6UBXMDSsVqurgj0c87B2u92VvFqtVtECLRNGYoPHZDKh1+upra31GF9Ts9nMn//8Z5588kna2tqYP38+mzdvZuLEibK/JgsEgmFFJJkCgcDz6e/vdwU27e3tXHvttWzevJkJEybIOrBxBqZardbVWqnRaIiNjR30ukezZU8wdE6sYA/F3kaSJGpra9Hr9fT29hISEoJGo5GlncbFzHC0qg8UGEpJSUGpVDJu3LgRXPmF4XA4+Oc//8myZcsoLi5GpVKxadMmrr/+evH9FAguTkSSKRAIxg7Nzc2sWbOGl156CUmSXC1acXFx7l7aWRnYWhkVFUVeXt5Z/eLcKT4iGDonepQO1nKipaUFrVZLR0eHq10yOTlZiKbImKGIbg3lOuBuJEni8OHD5Ofn8+mnn3rU6IJAIBhRRJIpEAjGFpIkodfrWbJkCe+99x7jx49nyZIlPPLII7KfVxtMBWPgLJ47bRQEQ+dEe5tx48ahUqlISko6qepzogeit7c32dnZZGZmyrpdUnAyg7EPkiSJxsZGtFotPT09Q+pocAc1NTWsXLmSN954A19fXx588EFWrFghC/9QgUDgdkSSKRAIxiaSJPHRRx+xaNEijh07RlpaGuvXr+dnP/uZ7CtAJpMJnU5HXV2daxYrPT2d6upqWRrCC4aGJElUV1ej1+tdrZVOOwqj0UhlZSWAqFKPAXp7ezEYDK526bS0NHJzc+nr6xvW2ezRoKenx2UnZTKZuPnmm9mwYQNZWVmyTooFAsGoIpJMgUAwtrHZbC4D8IaGBmbMmMHTTz/NzJkzZR8QtbW1cfz4cTo6Olz/J2bxxh52u53S0lKKioqw2+0oFAokSSIuLg61Wi1rD0TB+dHV1YVOp6OxsdF1nodbZXqksNvtvPHGG6xcuZK6ujqmTp3K008/zZw5c8S1SCAQDGRIFwX5bq8JBALBAHx8fPjVr36F0Whk+fLlHD16lNmzZ3PHHXdQXl7OBWyajSiSJGGxWLDb7QCuIE6hUODl5SWCujGEQqHAz8/P1Qbr/E6e+H+CsUFgYCBhYWF4eXm5zrOPjw+BgYGyVYKWJIm9e/dy2WWXcffdd+Pl5cXrr7/Ol19+yRVXXCGuRQKBYNgQlUyBQOCRSJJEZWUlK1as4K233iIgIICHH36YZcuWyUpco62tDZ1OR2trK76+vuTk5JCSkkJlZSVFRUXYbDZiY2NdrZUCz2TgLF5QUBAqlYrx48djMBhc7dJCMdjzkSSJqqoq9Ho9ZrOZ8PBwNBoNZrMZnU6HyWRynf+EhARZJG6SJFFUVMTSpUvZvn07wcHBLFq0iMcee2zIFjwCgeCiQbTLCgSCiw9Jkvjqq6/Iz8/nwIEDxMTEsGbNGu699163Vo66u7vR6/XU19fj5eVFZmYm2dnZJyUXZrMZo9FIRUUFgGu2y9/f302rFgyF9vZ2tFotra2tLl/T9PT0k2bx2tra0Gq1Lu9TT5jXE5zKiSJPgYGBqNXqkxJJh8NBVVUVBoMBs9lMWFgYarWa6Ohot625tbWVJ554gueffx6bzcYvfvEL1q5dS2JiotvWJBAIPAqRZAoEgosXh8PBO++8w9KlSykvLycvL4+CggKuvfbaUa0k9PX1YTQaqaqqQpIkl9DL2XzxTlQeHawVhsD9mEwm9Ho9tbW1g5rFG+ilGhQUhFqtJj4+XhbVLsGZOXH+0sfHh9zcXNLT08/4G7XZbJSWllJSUoLNZiMmJga1Wj2qXRZms5kXX3yRdevW0draylVXXUVBQQGXXnqp+L4JBILzQSSZAsFYpquri1WrVrFt2zaamppISUlhwYIFLFmyZMitd0eOHOGyyy7DZrNRXl5OWlra8C7aDfT19fGnP/2JDRs20NnZyY9+9CM2bdqERqMZ0cDKarW67EjsdvuQhF6am5vRarV0dnYSGBiISqUiMTFRBIQyY6CVRXJyMkqlctC2Og6Hg8rKSoxGI2azmYiICDQajVAXliFmsxmDweBSBz7fbgOz2ez6rkiSRFJSEiqVakQtmBwOBzt37mTJkiUYjUZyc3N56qmn+PGPfzwmKufiXigQjDoiyRQIxipdXV3Mnj2b9vZ2tm7dypQpU9i1axcLFixgzpw57Ny587yrXna7nWnTpnHkyBGAMXdjbWxsZPXq1fz1r38F4Fe/+hVr1qwhJiZmWN/HbrdTUVFBUVERFovlghOGgVYY4eHh5OXliQREBtjtdsrLy13WM9HR0Wg0miFXp6xWKyUlJZSWlmK324VPqoxwqgQXFxdjs9mIi4tDo9EM+dyYTCYMBgM1NTV4eXmRlpZGTk7OsLbGS5LEt99+y6JFi9izZw+RkZE8/vjjPPDAA2OmBV/cCwUCtzCkJNN79erVQ33DIb9QIBCcH/n5+bz33nts3bqVefPm4evri0qlwt/fn+eff57Y2FimTZt2XscsKCjgs88+w9/fH5PJxCOPPEJYWNgIfYLRJzg4mOuvv56bb76Z0tJStm7dyssvv4yXlxeTJ0++YOEVSZKoqanh4MGD1NXVERgYyKRJk1Cr1RdUpVAoFISGhpKWloa3tzf19fVUVFTQ3d1NWFgYfn5+F7Ruwfkz8FwHBwczefJklErlBfldent7Ex0dTXJyMlarlZqaGioqKlyzfEKNdvSRJIna2loOHjxIfX09ISEhTJ06lZycnAv67fn5+ZGQkEBcXBy9vb2ucy1Jkkuh9kKora3l0UcfZeHChVRXV/PQQw/x9ttvc/XVV4+p75G4FwoEbmHNUF4kKpkCgczp7u4mJiaG8PBwamtrT2qdbG1tJTo6mszMTIqLiwd9zNLSUiZMmMD27du57777qKysHNO7t5IksWvXLhYtWoRWqyUjI4MNGzZwyy23nHdwJ0kSTU1N6HQ6urq6CAgIQKlUkpycPCKtaP39/ej1eqqqqvDy8iI9PZ3c3FyhTjpKnNjCHBAQgEqlIjk5eURamAfO/WVnZ5OZmSlmc0eJ1tZWCgsL6ejoGPFzfeL3yt/fH6VSSUpKynlfQ0wmE8888wybNm2ip6eHm266iY0bN5KTkzPm2uzFvVAgcBuiXVYgGIvs2LGDm266iZtuuol//vOfpzyuVCoxGo0YjUZycnIGdcz58+cTHx/Pm2++SVpa2kVzY7VarbzyyiusWrWKpqYmLr/8cgoKCrjssssGFZC1t7ej0+loaWkZdYGezs5OtFotzc3N+Pn5kZubS1pa2piYsZIjp0v4MjIyRqUqNJqJreC7RE2r1VJfX4+3t7cruR/pcy1JEnV1dej1+vMWgnI4HPz9739nxYoVVFdXM3nyZAoKCpg7d+6Y/Z6Ie6FA4DaGdFEZOz0UAsEY5fjx4wBnvOmlpaVhNBo5fvz4oG6sr776KkePHmXr1q3DuUyPwNfXlwceeIA77riD9evX8+yzzzJjxgz+4z/+gyeffJKUlJTTBmg9PT3o9Xrq6urw8vIiKyuL7OzsUW1dDQ0NZebMmTQ1NVFYWMjx48cpKytDo9EQFxc3ZgPL0capDlxZWYlCoXBVjkdzpi06Oporr7ySmpoa9Ho9R44cobS0FI1GM+wzxRczTgGnsrIylxL0hbZAnw8KhYLExETi4+OpqKjAaDRy6NAhwsPDUalUp7U9kSSJzz77jPz8fA4dOkRCQgKvvvoqCxYsGPMVb3EvFAg8C5FkCgQyp6GhAYDw8PDTPu6cHWlsbDznsRobG8nPz+dPf/oTUVFRw7dIDyM0NJSNGzdy//33s3z5cv7+97/z7rvv8uijj7JkyRLGjx8PQGVlJYsXL0apVDJ58uTzVhEdbhQKBbGxsURHR1NZWYnBYODgwYNERUWh0WjEHNEFMFCEJz4+HrVa7TYRHoVCQXJyMgkJCS6xoS+++OKCxYYE31UBy8vLMRqNLgGnvLw81+9+tHHa3yQnJ7tsT9asWcO3335LQUEBM2bMQJIkSktLWbp0Kdu2bSMwMJDf//73LFq06KIRihL3QoHAsxBJpkAgc/r6+gDOOIPnrKb19vae81i//e1vueyyy7jzzjuHb4EeikKhICMjg3/84x889NBD5Ofns379el599VVWrFiBTqfjtddeo7+/n9tvv53HHnvMbUHoQJyzmUlJSRQXF1NaWsqnn35KcnIyKpXqrJ6cgpORu52It7c3WVlZpKSkuKpun3zyiTjXQ2CgT2lISAhTpkwhJiZGFp0Avr6+KJVK0tLS+OCDD/jyyy+ZNWsW1113HampqbzyyitYLBYWLFjAE088QXJysruXPKqIe6FA4FmIJFMgkDnOINJqtZ72cYvFAnDO6trOnTt5//33KSwsHN4FejgKhYLZs2dz4MABtmzZwiOPPMKjjz6KzWYjNzeXTZs28ZOf/MTdyzwtvr6+qNVq0tLS0Ov1VFdXU1dXR2ZmJtnZ2WNKVXK4cSYcOp2Onp4egoKCuOSSSwY1D+cO/Pz8yMvLIz093XWua2trXedaCEGdnfb2drRaLa2trfj7+zNx4sQhCe2MBgEBATz//PPcc8//b+/O46Kq1z+Af4ZhX2QVEAjZBxgwTc1cyI02l7y3xa55NW/dvGlpmoD7rrmApWaZmjdvZlla4XU3JJU0FU1Fhh1ZlH1fZxhm5vn94WV+YbghMGfgeb9evqg5Z848M2fO8sz3+32+b+G9997D4cOHAQBubm748ssvMXLkSEF+R9sbXwsZ0y98B8KYwDk7OwO4fZPUksrKSgCAk5PTXbdRU1OD6dOnY+XKlVzQoAUajQbff/89li9fjoqKCjg4OMDa2hqpqanYsWMHfHx8EBAQINgbO3Nzc/Tt2xdeXl5ITExEWloacnJyEBAQcNdxpl1ZeXk5kpKSUFZWBmNjYwQHB+tNESULCwv069cP3t7ekMlkSE9PR05ODvz8/ODp6akX76EjyeVyJCUlaeen9PX1FXxSTkQ4cuQIwsPDkZycjMDAQBgYGCAxMRGvvPIK5s+fj5kzZ3a5Vmy+FjKmX/hqxJjABQcHA7g9QXRLsrOzm63XksuXL+PWrVv44IMPIBKJmv3LyckBAHh6ekIkEnW5C+/Jkyfx5JNPYsKECZDL5di2bRsKCgoQFxeHqVOn4siRI3j88ccxc+ZMlJSU6Drce7K1tcWQIUPQv39/GBoa4urVqzh16hSKi4t1HZog1NXVIT4+HnFxcaisrISfnx9CQ0Ph5eWld8mZra0tBg8ejAEDBsDY2BiJiYmIjY1Ffn4+HqFqfKfR2NiI5ORkxMTE4NatW3Bzc8PIkSMRGBgo2ASTiHDt2jU899xzGDNmDAoLCxEVFYXLly8jISEBx44dg4eHB+bNmwdfX1/s3LkTKpVK12F3GL4WMqZfeAoTxgSupqYG3bt3h52d3V3nBvPy8kJGRkartt+Vy7aPHz8e+/btQ7du3TB37ly8//77sLCw0C4nIiQkJCA8PBw///wzbG1tsXDhQrz77rsdVoGytdRqtbZiZWNjIxwdHSGVSgUzrrQjNTQ0IC0tDVlZWSAiuLu7w9/fv9O0BGk0GuTm5iIlJQUNDQ2wtbWFVCqFvb29rkPrcHd+Fvb29pBKpXctFiMUBQUFWLp0KXbu3AkDAwO88847WLJkyZ8qzGo0Gnz77bdYtGgRsrOz8dxzz+HYsWM6irpj8bWQMZ1pVXco/frplrEuyMrKCm+99RYKCgpw9OjRZst27doFIsKsWbO0j1VXV2PMmDF44403oFarOzpcvfLkk09i1qxZyMzMxIIFC5olmMDt8ZqPP/44jh8/joMHD8LZ2RlhYWEIDg7G/v37odFodBT5/YnFYnh7e2tb6kpKSvDLL7/g2rVrUCgUug6vQ6jVaqSnpyMmJgY3btxA9+7dMXz4cPTp06fTJJjA7UJQHh4eCA0NhUQiQXV1NX799VdcvHgRNTU1ug6vwxQXF+PUqVO4du0aDA0N0b9/fwwePFjQCWZ9fT1Wr14NiUSCHTt2YNSoUbh27Ro2b97c4hQmBgYGmDhxIlJSUrBx40a8+eabOohaN/hayJh+4ZZMxvRAVVUVBg0ahKqqKuzduxd9+/bFsWPHMHnyZAwaNAiHDx/WFnnZv38/Xn31VQBAfHw8+vXrd89t86+3D06pVGL79u1Yvnw5SktLMXToUERGRqJfv36CH/dYW1uLpKQkFBQUwNDQUDvhfGecW4+IcPPmTaSkpEAul8Pa2hqBgYFdZo5JhUKBlJQU7VyfTfM/duRcnx2puroaMpkMxcXFMDIygkQiEfz4VI1Gg71792LBggXIyclBr169EBUVhdDQUMGfS3SJr4WM6USrTkqcZDKmJ6qqqrB06VL88MMPKC4uhru7OyZPnoy5c+dqS7cDQH5+PkJCQmBvb4/Tp0+32GJz6tQpDB8+vMXX+fLLLzFlypT2ehudQkVFBVavXo1PPvkEjY2NmDRpkt5MKVBaWorExERUVVXBzMwMAQEBcHNz6zQ3tsXFxUhKSuq07+9h1NTUICkpCYWFhRCLxdofFjpL1eE7k2kvLy/4+fk1Ox8KDRHh3LlzmDNnDi5cuABnZ2esXLkSU6ZM6TT7pb3xtZCxDsdJJmOMdRQiQkZGBhYsWID9+/fDwsICc+bM0YvJ0YkIt27dQlJSEhQKBWxsbBAUFKTXY/iqqqqQlJSE4uJiGBoaws/PD15eXp2ypfZhlZaWQiaTobKyEqampvD399frqsMqlQqZmZlIT0+HWq1Gjx49EBgYKOjjjoiQnZ2N+fPn47vvvoOZmRk++OADREREdMlx0owxvcJJJmOMdTQiQlxcHMLCwhAfHw8XFxesWrUKkydPFnyCo1arkZmZibS0NL25Wb+TXC5HSkoKcnNzIRKJ4OnpCT8/v07bNbS1iAh5eXlITk5GfX09rKysIJVK4ejoqDfJpr7+OFJVVYUPP/wQmzdvhkKhwMSJE7F69Wq9TvQZY10KJ5mMMaYrGo0Ge/bswcKFC3Hz5k306dMHUVFRGD58uOBvJO/sdujp6QmJRCLoboeNjY1IT0/HjRs3oFar4eLigsDAwD8Vb2LN3Vl12MHBAVKpFDY2NroO7Z70sZt3Y2MjvvjiCyxbtgzFxcUYMmQIIiMjMWDAAEHHzRhjd+AkkzHGdK2urg4fffQR1q9fj9raWowbNw7r1q2Dn5+f4G8s9aGAikaj0SZJSqUSdnZ2kEqlsLOz03VoekWpVGqTdI1GAzc3NwQEBMDc3FzXoTVTW1sLmUyGwsJCvSlYRUQ4fvw4wsLCIJPJ4OXlhbVr1+Lll18W1LHEGGMPiJNMxhgTivz8fCxevBi7du2CWCzG9OnTsXjxYsF37QNuF89JTExETU0NLCwsEBgYiB49eug0SSYiFBQUICkpCXV1dbC0tERgYCCcnZ0Fn7wLWX19PZKTk3Hr1i0YGBjAy8sLvr6+Om/FViqVSE1N1c5t6uHhAYlEIuj5aYkIiYmJiIiIwLFjx2BtbY0FCxZgxowZnWrKHMZYl8NJJmOMCQkR4cqVKwgPD0dsbCzs7e2xaNEiTJs2TfBjBokIOTk52knt7ezsEBQUpJM5B8vLyyGTyVBeXg4TExNIJBL07NmTW4XaUGVlJWQyGUpLS7Wt2B4eHh3eYqhWq5GVlYW0tDQ0NjbC0dERUqlU8MVxioqKsGzZMuzYsQMAMHXqVCxduhROTk46jowxxh4ZJ5mMMSZEGo0Ghw4dQkREBFJTUyGRSLBu3TqMHTtW8IlSY2MjMjIykJmZCbVa3aHdKv84t6dYLIaPjw+8vb1hZGTU7q/dFRERiouLIZPJUFNTA3NzcwQEBMDV1bXdW4ubWqplMhnq6+vRrVs3bWEiIZPL5di8eTPWrFmDqqoqjBo1CuvWrYNUKuUWdsZYZ8FJJmOMCVlDQwM+//xzrFy5EmVlZRgxYgQiIyPRp08fwd+QyuVyJCcn4+bNmzAwMIC3tzd8fX3bJeFraGhAamoqsrOzQUTo2bMnJBIJdznsIESE3NxcJCcno6GhATY2NpBKpXBwcGiX17uzpTogIEDwlVc1Gg327duH+fPnIysrC0FBQYiMjMRzzz0n6LgZY6wVOMlkjDF9UFZWhlWrVuHTTz+FWq3GG2+8gZUrV8LV1VXXod1XZWUlEhMTUVZWBmNjY/j7+7dZ11WVSoUbN24gPT0dKpUKTk5OCAwMFHxXyc7qzvkonZ2dERgYCCsrqzbZfn19PZKSkpCXlwexWKz94cLQ0LBNtt8eiAgXLlxAWFgYzp49C0dHR6xYsQJvvfWWoONmjLFHwEkmY4zpCyJCWloa5s2bh+joaFhaWiI8PBxz5swR/DQcRITCwkLIZDLU1dU98pyLTS1nKSkpUCgUsLa2hlQqRffu3dshevawFAoFUlNTkZOTAwDaluXWFuFpbGxEWlqatrLtY489hoCAAEG3VDd9RxcsWIBvvvkGpqameP/99zF//nxYW1vrOjzGGGtPnGQyxpi+ISKcOnUKYWFh+P333+Hm5obVq1dj4sSJgp6mAbjdZTArK0s752L37t0hlUof+Ka7aQxgUlISqqurYWZmhsDAwA4ZA8geXk1NDZKSklBYWKgdI+vj4/PALXgajUZbTEqpVOrNHJ3V1dVYu3YtNm7cCLlcjr/97W/48MMP4eHhwd9TxlhXwEkmY4zpK7Vajd27d2PRokXIy8tDv379EBUVhaefflrwN7JKpVLbMkVEcHd3R0BAwD1buqqqqiCTyVBSUgIjIyP4+fnB09NT8Ik1u93dWyaToaKiAiYmJvD394e7u/tdu0wTEYqKiiCTyVBbWwsLCwtIpVLBTz+jUqnw5ZdfYsmSJSgsLMTAgQMRFRWFgQMHCjpuxhhrY5xkMsaYvqutrUVUVBSioqJQV1eHl19+GWvWrIGPj4/gb2zr6uqQlJSE/Px8iMVi+Pr6wtvbu1lL153zMnp6esLPz0/n8zKyh9PSvKVSqRROTk7NvqdVVVVITExEaWkpjI2NtVOjCLmqMhEhJiYGYWFhSEhIgIeHB9asWYPx48cLOm7GGGsnnGQyxlhncfPmTSxevBhfffUVjIyM8N5772HhwoWws7PTdWj39ceWLlNTUwQEBMDZ2Rnp6enacXiurq4ICAgQ/PhTdm9NXabT0tKgVCphb28PqVQKU1NTpKSkIDc3FwYGBvDy8oKfn5+gp58hIiQnJyMiIgKHDx9Gt27dMG/ePLz//vsdMmUPY4wJFCeZjDHWmRARLl++jLCwMJw+fRoODg5YsmQJ/vWvfwm+5Y+IkJeXB5lMBoVCAZFIBCKCg4MDAgMDYWtrq+sQWRtqbGxEeno6MjIyQETa/e3i4oLAwEDB/5hQUlKC5cuXY9u2bdBoNPjnP/+J5cuXw9nZWdehMcaYrrUqyeR+H4wxJlAikQj9+vVDbGwsfvjhB9ja2mLmzJno3bs3Dh06hEf4kbBDiEQibffCpljFYjFP9dAJGRoawtLSUvvjR1OiaWZmJujWS4VCgaioKEgkEnz66acYMWIEfv/9d3z++eecYDLG2CPglkzGGNMTCoUCn332GVatWoWKigqEhoYiMjISjz/+uKDGa7ZUGMbJyQlpaWnaaTA8PDwgkUhgYmKi42jZoyopKYFMJkNVVRXMzc21LZdJSUmCLeyk0Wjwww8/YP78+cjMzERAQAAiIyMxatQoQR1LjDEmANxdljHGuoKSkhKsXLkSW7duhUajwZtvvokVK1agR48eOo3rzikuWir8U1NTA5lMhqKiIhgaGsLPzw9eXl6CST7Yg3uQfVlcXAyZTKadoiYgIABubm46S+SICPHx8QgPD8eZM2fQvXt3LF26FG+//bbgu6AzxpiOcJLJGGNdBREhJSUF8+bNw3//+19YWVlh7ty5mD17docXKVEoFEhNTdW2Uvbs2RMSieSeU5iUlJQgMTER1dXV2tYvFxcXbkXSAw0NDUhNTUV2djaA+7dKExFu3ryJ5ORkKBQKWFtbQyqVonv37h0WMxHh1q1bWLhwIb7++msYGxtjxowZWLhwoeDn6WSMMR3jMZmMsc6huroas2fPhru7O0xNTeHn54dVq1ahsbHxobd1+fJlTJgwAa6urjAxMYGLiwtGjhyJLVu2tEPkHUckEiEgIADR0dH4+eef4eXlhUWLFiEgIAB79uyBRqNp9xhUKhVSU1MRExOD7OxsODk5Yfjw4Xj88cfvmWACQPfu3TFs2DD07t0b7DEzFAAAIABJREFUarUaly5dQlxcHMrLy9s9btY6arUa6enpiImJQVZWlnZ/9+rV657dnkUiEdzd3REaGoqAgADU1dXh3LlzOH/+PKqrq9s97pqaGixZsgT+/v7YvXs3XnnlFSQmJmL9+vWdJsHkcyZjTGi4JZOxLqapIIdQVVdXY/DgwaioqMDevXvRt29fHDt2DJMnT0ZISAgOHjz4wF0rd+7ciRkzZmD58uWYNGkSrK2tcf78eUyaNAmWlpZISUlp53fTcdRqNXbt2oXFixejoKAAAwYMwIYNGzBo0KA2399EhNzcXCQnJ6OhoQE2NjaQSqVwcHBo1fZUKhUyMjKQkZEBtVqtNxVJuwoiQn5+PpKSklBfX//ILZF/bAklIri7u8Pf3x9mZmZtGrdarcZ//vMfLF68GPn5+ejfvz82bNiAIUOGCPoc+LD4nMkYa2etOmGKly1b1toXbPUTGWO6o9FoYGBggKNHj+Lbb7/FV199hbq6OgQHB+s6NABAWFgYDh06hL1792LkyJEwMjJCQEAATExM8Nlnn8HJyQn9+/e/73YuX76MF198EVFRUfjggw9gaWkJIyMjeHp6wsXFBbm5uZg4cWIHvKOOYWBggCeeeAJTp06FgYEBoqOjsX37diQnJ+OJJ56Ara3tI99YExGKi4tx8eJF5ObmwsTEBI8//jiCgoIeKSE0MDCAg4MDHnvsMTQ2NuLWrVvIzs6GSqWCra0tj9fUofLycly6dAk3btyAWCxGcHAwevXq9Uj729DQEE5OTnB1dUVDQ4N2f6vVatjY2Dzy/iYixMbG4pVXXsH27dthY2ODTz/9FJs2bYKHh0enSjCBrnvOTEtLg729va7DYKwrWN6aJ3FLJmNdRFlZGRoaGuDi4oIDBw7gtddeg1KpRI8ePVBWVgZHR0d8/fXXePrpp3UWY01NDRwdHWFra4u8vLxmN4NlZWXo3r07vL29kZ6eft9tjRo1CmfPnkVJSUmXK+jRNAauafyZiYkJZs6ciYULF8La2rpV26ysrIRMJkNpaSmMjIwgkUjg4eHRLglgVVUVEhMTUVpaCmNjY+1rNU2HwtpfXV0dkpKSkJ+ff9ciTm2lvLwcMpkM5eXlMDExgUQiQc+ePR96fxMRUlNTMXfuXO045YiICMyePbvTtop3xXPm4cOH8c477+CZZ57Bxo0b0a1bN12HxFhnx2MyGWMtU6lUOHXqFLy8vDB48GBMnz4dEokE+/fvx6lTp7Bx40a4ubnhwIEDHTJG6m5iY2OhUCgwYMCAP7U22Nvbw8/PDxkZGUhLS7vndkpLS3HixAk89dRTgr5Zai9NY+C++uornD9/Hv3790dkZCR8fX2xdevWhxqnVV9fj8uXL+P06dMoLy+Hj48PnnnmGXh7e7dbC6O1tTUGDRqEAQMGwNjYGNevX8cvv/yCgoICwc8Nqu8aGxshk8kQGxuL/Px8uLu7Y+TIkZBIJO02v6mdnR2GDBmC/v37w9DQEAkJCQ+9v0tLSzFr1iz06tULhw4dwltvvYWUlBQsWrSo0yaYQNc5ZxIR6urqMGfOHLz00kvo0aMHRo0a1an3LWP6jpNMxrqIkJAQjB49Gr/99hsKCwvh7u6OsWPHwtfXF++88w7279+PxYsX6/RX4evXrwO4Xa2yJU2PN613N5cuXYJarYa7uzuOHDmCIUOGwMLCAlZWVggJCcFPP/3UlmELlkgkwoABA3D69Gl8//33sLKywvTp09GnTx8cPXr0njfwSqUSMpkMJ0+exK1bt+Dm5oaRI0dCKpXCyMioQ2J3dnbWFpZRKpW4ePEizp07h8rKynZ//a5Go9Hgxo0biImJQUZGBuzs7DBs2DD06dOnzcdKtkQkEsHFxQUjRoxotr9//fXXexaDamhowMcffwyJRILNmzfj6aefxqVLl7Bjxw64uLi0e9y61lXOmSKRCKmpqdi9ezfGjRuHL774Aq+88gp3pWdMwDjJZKwLMDQ0hIODg/ZGY9iwYfjtt99gYWGBvXv3AgBcXFx0XmmxsLAQAGBra9vi8qb4ioqK7rmdzMxMAMDPP/+MSZMm4YMPPkBBQQGuXr0KKysrvPTSS9iwYUMbRi5sBgYGePXVVyGTybB+/Xrk5eVh1KhReOGFF3D9+vVmyWZ9fT0WLVqE6OhobbIxdOhQ9O3bt8OnRmmK3dPTE6GhofDx8UF5eTlOnz6N33//HXK5vMPj6WyICAUFBYiNjcX169dhbGyMAQMGYNCgQa3uWv0o/ri//fz8UFVVhYMHD2LUqFFISEjQrqfRaPDTTz+hV69e+OCDD+Do6Ij//ve/OHHiBPr06dPpxl3eTVc6Zx48eBClpaV4+eWX0atXLwBAbW1ts3W4pwNjwsFJJmNdQE5ODl5//XVkZGRgxowZOHz4MLZt24ZBgwZBpVLpOjytpqThbi1lTd246uvr77mdpi6/OTk5+Oijj/DSSy+hW7du8Pb2xt69e2FlZYV58+Zp53XsKkxNTREeHo7U1FRMmzYNMTEx6NOnD6ZNm4b8/Hxs2bIFXl5eWL16NWJjY/HUU09h0KBBOv/xAbj9nZBKpRg5ciRcXV1x8+ZNnDx5EsnJyYL6DuuTyspKnDt3DhcvXkRjYyN69eqF4cOHw9nZWedJWlPxmpEjR+LWrVs4duwY+vbti4kTJ+LEiRMIDQ3FSy+9hPLycmzatAnXrl3D2LFju9y43a5wzmyajsnf31/7/4cOHYKzszO2b98O4HYlYbVarfPvLWPs/3WtszFjXUjThbm4uBgff/wx9u3bhzfffBPh4eEwNTXFyy+/jP379+Pvf/+7jiP9f03d8u42ZlCpVALAA7eoiUQijB8/vtlj3bp1w9ixY6FSqfDjjz8+QrT6y9HREZ9++imuXr2K5557Dtu2bUNwcDBmzJgBlUqF9evXY8uWLXBychLcTZu5uTn69euHkJAQWFtbIy0tDTExMcjJyeFWjAckl8vx+++/NxtnGxoaCk9PT8ElaWZmZli4cCHOnj2LJ554At988w3GjBmDM2fOYMaMGUhJScHMmTMFOY6wI3SFc2bTOahfv37o3r07ZsyYgXHjxsHe3l7bJVosFkMsFqO0tBSbNm1q1urNGNMNYV1NGGNtpulm8eOPP8bmzZsxZswYREREwM3NTZuANs1rKJSWIGdnZwBARUVFi8ubxuI5OTndcztNXcccHBxaHE/Ws2dPAHigioudlUgkgoGBgfZ7UlVVBalUCltbWzz22GOCSzbu9MdiMWKxGFevXsWpU6dQXFys69AES6VSITk5GSdPnsTNmzfh6uraoeNsW6uurg4nTpyATCaDp6cnLCwsoFar8dNPP+HQoUNQq9W6DlFnusI5synJnDdvHkpLS1FRUYFFixbh4MGDeO2117Tr7dy5E4GBgZg9ezaOHTvG3ekZ0zFh30Uwxh7J3r17sW7dOri6umLbtm3w8/MDcDsBzcjI0P7aa2hoCCLSJp+60jRXZ1ZWVovLs7Ozm613NwEBAQDu/ut+E6G10nWUgoICTJ06FcHBwTh27Bjeffdd5ObmYsaMGaipqcGECRMQEhKC3377TdCtg38sFiOVSlFfX4/ffvsN58+f12mVZKEhIuTk5CAmJgZpaWmwtrZGSEgI+vXrp5Nxtg9KrVbjP//5D/z9/bFs2TL4+/vj3//+N0pLS7F7924YGBhgypQp6Nu3L37++Wddh6sTXeWc+fPPPyMhIQFBQUEgIpiZmcHLywsikQhEhMTERBw9ehTz58/HtGnTsGPHDiQmJuokVsbY/xBRa/8xxgRKpVLR6dOnydHRkZycnOjIkSPax4mI5HI5hYaG0oABA2jQoEF0+vRpXYarVV1dTSYmJtSjRw/SaDTNlpWWlpJIJCJvb+/7bkcul5OVlRUBoIqKij8tf/311wkAbd68uc1i1wcKhYKWLFlC5ubmBIBeeuklSk1NbbZOZWUlzZs3j0xNTQkATZgwgbKysv60P4SooaGBEhIS6MCBA3TgwAG6evUqKRQKXYelU0VFRRQbG0vR0dF04sQJysvLE/y+1Gg0dOrUKerXrx8BIFdXV9q1a5f2/NVELpfT+vXrydramgDQs88+2+Lx3pl1lXNmUVERJSUl0ZUrV0gkEtHzzz9PZWVl2uUFBQX0008/UXl5OREROTs706xZs6iyspKISPDfecYErlW5IieZjHVCMTEx5OLiQg4ODrR9+/Zmy5outqdOnaILFy7QvHnzyNnZmdauXSuIC/H06dMJAB0+fLjZ41FRUQSAPvnkE+1jVVVVNHr0aJo8efKfbkBnz579p/WJbt+UdevWjczMzKigoKD93ogAqVQqCg4OpoEDB9Kvv/561/U0Gg1lZWXRhAkTCACZmZnR/PnzqaqqqgOjbb2amho6f/48RUdH06FDhyg1NfVP34/Orqqqis6dO0fR0dF0+PBhSk9PF/xnoNFoKDU1lV566SUCQBYWFrRs2TKqqam55/NKS0tp1qxZFBISIohzWEfraufM559/ntzc3OjChQt3XWfLli1kb29PJ06c6MDIGOu0OMlkjN1WXV1NU6ZMoc2bN2tv0O5187VlyxYaOHAglZSUdFSId1VZWUmBgYHk6upKcXFxVF9fTz/++CNZWlrSs88+S42Njdp19+3bRwAIAMXHxzfbTnV1NfXu3ZtsbGzowIEDpFAo6MaNGzR69GgSi8W0e/fujn5rglBYWPjAN+IajYbOnj1LAwcOJADk5ORE27Zta7YPhKykpIR++eUXio6OpuPHj9PNmzc7fRKiUCjo6tWrFB0dTQcOHKCEhARqaGjQdVj3VVZWRrNnzyZjY2MSiUQ0ZcoUunnz5kNtQ+hJdHvpSudMlUpFmzdvJpFIRLt27SIiIrVarV3+x/8OCgqi8ePHU35+fofHyVgnw0kmY6y5P15w76RSqbTLMzMzSSQS0aVLlzoqtHuqrKyk999/n9zc3MjY2Jh8fHxoxYoVf7pZzsvLIy8vL+rfvz/V19f/aTvV1dU0d+5c8vLyIiMjI7Kzs6OxY8fS2bNnO+qtdApqtZq+/fZb8vDwIAAUHBxMx48f14uETaPRUG5uLh07doyio6Pp1KlTVFpaquuw2pxKpaLU1FQ6dOgQRUdH0/nz5+/bAigEDQ0NtGnTJnJwcCAANGzYMLp06ZJefLeEpCudM2NiYqhbt270zDPPtLi8Kak+cuQIWVhY0HfffUdEt3+A6YzHPmMdoFW5oohaX9RBuNUgGOviNBpNi9VBmx4nIm0BB6VSiVmzZuH48eOIi4vTloRn7E5yuRybNm3CmjVrUF1djVGjRmH9+vUIDAwUfBEllUqFzMxMpKenQ61Wo0ePHggMDISlpaWuQ3skRIS8vDwkJSVBLpfD2toaQUFB2srRQqXRaHD48GFEREQgJSUFfn5+WLt2LcaNGyf4ysZMN5quW/X19Rg+fDguX76M33//Hb169brrNe+FF16AUqnEX//6V+zZswejR4/GokWLdBA9Y3qtVRd4TjIZ64Lq6uogk8lw/PhxHDx4EGlpadi9ezdGjRoFsVis6/CYwBUWFmLZsmX44osvIBKJMHXqVCxduhSOjo66Du2+FAoFUlJSkJOTA5FIBC8vL/j5+enlPItlZWVITExEZWUlTE1NERgYCDc3N0En/ESEa9euITw8HDExMbCzs8OiRYswffp0mJiY6Do8JnBqtRpisRiRkZGYO3cu1q5di4iIiLuu991332HChAkQi8WYPn06Nm3apIOoGdN7nGQyxv5MpVLB0NAQqampuHr1Ko4ePYoLFy6gqKgITz75JJ577jk888wzCAoK0nWoTI8QEa5fv46IiAgcP34ctra2WLBgAd577z2YmprqOrz7qq6uhkwmQ3FxMYyMjCCRSODp6akXrWi1tbVISkpCQUEBxGIxfH194e3tDUNDQ12Hdk/5+flYunQp/v3vf0MsFmPatGlYvHix4FtdmXA0tWZmZGRg4MCBGD58OD7//HPY2dk1W0+pVCIiIgKbN2/G3//+d3z00Ufa79ndWj0ZY3fFSSZjrGUajQY2Njaora3F7NmzERISgv79+8PV1VXXoTE9R0Q4evQowsPDkZSUBG9vb6xZswYvv/yyXtzIFRUVQSaToaamBhYWFggMDESPHj0E2RqoVCqRlpaGGzdugIjQs2dP+Pv7Cz6pr6+vx0cffYT169ejpqYGL774ItauXQt/f39Bfs5M+MrKyvDiiy/i6tWrSElJwWOPPdZsuVwux65du9CrVy8MHjwYwO3WTQMDA/7OMfbwOMlkjP1Z0y+/e/bswbJly2BpaYnIyEiEhoYC4F91WdtQKpX44osvsGzZMpSUlCAkJARRUVHo37+/4G/qNBoNcnNzkZKSgoaGBtjb20MqlcLW1lbXoQG4HV9WVhZSU1PR2NgIR0dHSKVSdOvWTdeh3ZNGo8E333yDhQsXIjc3F71790ZUVBRGjBgh+O8EE75du3bBy8sLTz/99D3X02g0AMDXOcZaj5NMxtj9zZ8/Hx9//DEGDhyIHTt2wMfHR9chsU6ksrISH374ITZv3gylUomJEydi9erVeOyxxwSfWDQ2NiIjIwMZGRnQaDRwc3NDQEAAzM3NdRIPEaGgoABJSUmoq6uDlZUVpFIpnJycdBLPgyIinD17FnPmzMHFixfRo0cPrFq1Cm+88QaP+WaP7I+F61r6/3utyxhrFU4yGWN31zQ2EwCqqqrw5ptvwtDQEJ988oleFGxh+oOIcOPGDcyfPx/79u2Dubk5PvjgA0RERMDKykrX4d2XXC5HUlISbt26BQMDA3h7e8PX1xdGRkYdFkNFRQVkMhnKyspgYmICf39/uLu7C7o1hoiQmZmJBQsW6OV+Z4wx1iJOMhlj90ZEUKvV2mSzsrISNjY2Oo6KdVZEhF9//RVhYWHaFq2VK1diypQpetGipYtEr76+HsnJydoE18fHBz4+Ph2a4LZGZWUlVq9ejU8++UTvWrAZY4zdEyeZjLEHo9FoIBKJ+OaPdQiNRoNvv/0WCxYs0LuxeUSEwsJCyGSydu2y2tjYiPT0dGRmZmq76gYGBsLMzKxNX6etKZVK7NixA8uXL9e7sbiMMcYeCCeZjDHGhKulKqPr1q2DRCIRfEJyZ/Gd7t27Iygo6JGL7wi96NDd6HtVYcYYYw+Mk0zGGGPCd+d8ie+88w6WLFmiF/MltuU0IndOnyKVSuHs7CzohLtpftTw8HCcOHECNjY2WLhwod7Mj8oYY+yhcZLJGGNMPxARrl27hvDwcMTExMDOzg4LFy7Eu+++CxMTE12Hd191dXWQyWQoKCiAWCyGr68vvL29teOd76W6uhqJiYkoKSmBkZERJBIJPD09Bd8CWFhYiKVLl2Lnzp0QiUSYOnUqli5dyoXDGGOsc+MkkzHGmH7RaDQ4fPgwIiIikJKSAl9fX6xduxZ/+ctfBJ90AbcnhU9MTERlZSVMTU0REBBw12I3CoUCKSkpyMnJgUgkgpeXF/z8/GBsbKyDyB+cXC7Hxo0bsXbtWlRXV2P06NFYt24dAgMDBd3qyhhjrE1wkskYY0w/KZVKbNu2DStWrEBpaSmGDRuGyMhI9O3bV/CJDBEhLy8PSUlJkMvlsLa2RlBQkLb7r0qlQmZmJtLT06FWq9GjRw9IpVJYWFjoOPJ702g0+P777zF//nxkZ2cjODgYUVFReOaZZwS/TxhjjLUZTjIZY4zpt/LycqxevRpbtmxBY2Mj3njjDaxcuRJubm66Du2+1Gq1NplUqVRwcnKCvb09bty4AYVCARsbGwQFBcHe3l7Xod4TEeG3335DWFgYfvvtNzg5OWHlypX4xz/+8UDdgRljjHUqnGQyxhjTf0SE9PR0zJ8/Hz/++CMsLCwQFhaGsLAwWFpa6jq8+2poaMCVK1dQVFQEABCLxQgKCkLPnj0F3QJIRMjOzsaCBQuwd+9emJmZYdasWZg3b94jV9FljDGmtzjJZIwx1nkQEc6cOYM5c+bg8uXLcHV1xapVqzBp0iSIxWJdh9ei2tpayGQyFBYWQiwWw8zMDLW1tTA0NNQW+BFi7NXV1VizZg02btwIhUKB119/HatXrxZ8YswYY6zdcZLJGGOs81Gr1dizZw8WLlyIW7duoW/fvoiKisLQoUMFkwAplUqkpKQgOzsbALRTm5iYmKC4uBgymQzV1dUwNzdHYGAgXFxcBBG7SqXCzp07sXTpUhQVFWHQoEHYsGEDBgwYIIj4GGOM6RwnmYwxxjqv2tpabNiwAZGRkairq8Nf//pXrF27Fr6+vjpLiNRqNbKyspCamqodhxkYGPin7qVEhNzcXCQnJ6OhoQF2dnaQSqWws7PTSdxEhBMnTiAsLAyJiYnw9PTEmjVr8Oqrr+pFVV/GGGMdplUXWL6SMMaYAFRXV2P27Nlwd3eHqakp/Pz8sGrVKjQ2Nj7UduLj4/Hqq6/Cy8sLZmZm8PDwwF/+8hdcvHixnSLvOJaWlli6dClSU1Pxj3/8A9HR0QgODsacOXNQVlbWobE0VZSNjY2FTCaDubk5Bg4ciKeeeqrF8YsikQg9e/ZEaGgoJBIJqqqqEBcXh0uXLqG+vr5D45bJZBgzZgyef/553Lx5E2vXroVMJsNrr73WKRJMPpYYY0wAiKi1/xhjjLWBqqoqCgoKIldXV4qLi6P6+nr68ccfydLSkl544QVSqVQPtJ3vv/+eDAwMqFevXnT+/Hmqr6+nxMREGj58OIlEIvr666/b+Z10HI1GQ5cuXaLhw4cTAHJwcKBNmzZRQ0NDu792WVkZnTlzhqKjo+no0aOUnZ1NGo3mobZRX19Ply9fpujoaPrvf/9LiYmJpFQq2yni24qKimjatGlkaGhIYrGY3nnnHSosLGzX1+xofCwxxliba1WuyEkmY4zp2HvvvUcA6PDhw80ej4qKIgD06aefPtB2JBIJAaD4+PhmjxcVFZFIJCJnZ+eHToaETq1W048//kh+fn4EgPz9/enAgQOkVqvb/LXq6uooPj6eoqOj6eDBg5ScnEyNjY2PtM2Kigr69ddfKTo6mo4cOUKZmZltHrtcLqd169aRjY0NAaDnn3+eEhISOt13gYiPJcYYawetyhV5TCZjjOlQTU0NHB0dYWtri7y8vGZjC8vKytC9e3d4e3sjPT39vtsyMzODQqFAXV0dzM3Nmy1zdHRESUkJCgsL4eTk1ObvQ9caGhqwdetWrFy5EuXl5Rg5ciQiIyPRu3fvRx6v2djYiLS0NNy4cQMajQaPPfYYAgICYGZm1iaxExGKioogk8lQW1sLS0tLSKVSODk5PVLsGo0GP/zwA+bNm4cbN25AKpUiMjISzz//fKcs6sPHEmOMtQsek8kYY/omNjYWCoWixWqe9vb28PPzQ0ZGBtLS0u67rT59+gAAZDJZs8eLiopQWloKIyMjnRWaaW8mJiaYNWsWUlNTMXPmTJw5cwb9+vXD22+/jfz8/FZtU6PRICsrCzExMcjIyICdnR2GDh2KJ554os0STOD2eE1nZ2cMHz4cwcHBUCqVuHDhAs6dO4eqqqqH3h4R4cKFCxg6dCjGjx+PmpoafPbZZ7hy5QpeeOGFTplgAnwsMcaYkHCSyRhjOnT9+nUAgIeHR4vLmx5vWu9ePvvsM7i5ueGf//wnLl68CLlcDplMhgkTJoCI8K9//QtGRkZtFbogOTg4YOPGjUhISMDYsWOxc+dOSCQSrFy58oEL7BARCgsL8csvvyAhIQHGxsYYMGAABg0aBBsbm3aL3cDAAF5eXggNDYWPjw/Ky8tx6tQp/P7775DL5Q8Ud25uLiZNmoSnnnoK8fHxiIiIQHp6OqZNm9bp9z0fS4wxJhycZDLGmA4VFhYCAGxtbVtc3pTUFBUV3XdbvXv3xoULF+Dn54cBAwbA3NwcQUFByMzMxMqVK7Fx48a2C1zARCIR/P398dNPP+HkyZPw9fXFkiVLEBAQgK+//hoajeauz62qqsK5c+dw4cIFKJVKBAcHY/jw4XB2du6wFkAjIyNIpVKMGDECrq6uuHnzJk6ePImUlJS7VkitqanB4sWL4e/vjz179uC1115DUlIS1q5dC2tr6w6JW9f4WGKMMeHgJJMxxnSoqYXqbq0ixsbGAPBArXCnT5/GE088gczMTJw7dw41NTW4cuUKQkNDUVtbi4aGhrYLXA+IRCKMGDEC8fHx2LlzJxobGzFp0iQMHDgQcXFx+GNNgoyMDIwfPx4HDx5EeXk5fHx8EBoaCi8vL51N62FhYYF+/fohJCQE3bp1w+XLlyGRSBAZGQmVSgXg9jydX3zxBfz8/LB69Wr06tULcXFx+Pbbb+Hl5dVpu8a2hI8lxhgTDk4yGWNMh5rG9t2thUqpVALAn4qP3Kmqqgrjx49HdXU1Dh06hIEDB8LS0hK9e/fGxx9/jJ07d2L48OFQq9Vt+wb0gFgsxptvvonU1FQsXrwYiYmJePrppzF+/HhcuXIF06dPR1BQEPbt24fMzEyMGDECUqlUMN0h7ezsEBISgu7du0MulyMiIgISiQRr1qxB37598fbbb8PExAR79uzBuXPnMGTIkC6VXDbhY4kxxoSDk0zGGNMhZ2dnAEBFRUWLyysrKwHgvlUsjx49iuLiYoSEhMDFxaXZsm7dumHUqFG4ePEivvvuuzaIWj9ZWVlh+fLlSElJwcSJE7F//34MHjwYW7duhZeXF44dO4alS5fCwsJC16H+iUgkwrPPPouMjAxMnz4dhYWFWLBgARITEzFz5kwkJSXh9ddf11mrqxDwscQYY8LRda9GjDEmAMHBwQCArKysFpdnZ2c3W+9umtbr0aNHi8ubHr969Worouw8RCIRUlNTkZiYqH1MIpGguLgY6enp2tYuISopKcG8efOwfft2iMVi7Xfi008/RVhYGIqLi3UcoW7xscQYY8LBSSZjjOnQiBEjYGJigosXL+LOeYu0mZyWAAAIW0lEQVTLysqQlpYGb29v+Pn53XM79vb2AICCgoIWlzdN4yGULqC6kJycjDFjxuCZZ55BdnY2IiMjUVZWhlWrVsHGxgYzZsxA7969cfjw4T/tC11qaGjAhg0bIJFIsGXLFgwbNgxxcXG4du0aZDIZRo8eja1bt8LHxwdr166FQqHQdcg6wccSY4wJCBG19h9jjLE2MH36dAJAhw8fbvZ4VFQUAaBPPvlE+1hVVRWNHj2aJk+eTCqVSvt4Tk4OGRkZkbm5OeXn5zfbTnV1NTk4OBAAOnnyZPu+GQGqrq6m6dOnk1gsJrFYTO+99x6VlJQ0W0cul1NUVBTZ2toSAHr22Wfp2rVrpNFodBQ1kVqtpv3795Ovry8BoICAADp48GCLMcXGxlKfPn0IALm7u1NycrIOItY9PpYYY6zNtSpX5CSTMcZ0rLKykgIDA8nV1ZXi4uKovr6efvzxR7K0tKRnn32WGhsbtevu27ePABAAio+Pb7addevWEQDq168fnT9/nmpra+nq1as0YsQIAkATJ07s6LcmCEqlkiQSCb344ouUkpJyz3WLi4vp3XffJUNDQxKLxTR16lQqKCjooEhv02g0FB8fT0OHDiUA5ODgQJ988gk1NDTc83lqtZp27dpFw4YNu++6nRUfS4wx1uY4yWSMMX1VWVlJ77//Prm5uZGxsTH5+PjQihUr/pQs5OXlkZeXF/Xv35/q6+v/tJ0jR47QCy+8QPb29iQWi8na2ppCQkJo586dOm2V07WKiooHXlej0ZBMJqMxY8YQAOrWrRutXr2a6urq2jHC227evElvvPEGiUQiMjY2pjlz5lBZWVm7v25nwscSY4y1qVbliiJq/bgT4QxYYYwxxtoYEeHnn39GeHg4EhIS4OHhgQ8//BCvvfZam1dxra2tRWRkJDZs2IC6ujq8/PLLWLNmDXx8fLrkdCSMMcYEo1UXIS78wxhjjLWgadqQy5cvY/v27VAoFHj99dcxePBgnDt3rk2KA6nVanz55ZeQSCRYsWIFAgICcPr0aezbtw++vr6cYDLGGNNLnGQyxhhj92BoaIi3334bqampWLBgAa5du4bBgwfj9ddfR1ZWVquSTSLCL7/8gieffBJvvvkmDAwM8NVXX+H8+fN4+umnOblkjDGm17i7LGOMMfaAiAg5OTlYuHAhvvnmG5iamuL999/H/PnzYW1t/UDPT0tLw7x58xAdHQ1LS0uEh4djzpw5sLCw6IB3wBhjjD2UVv3qyUkmY4wx9pCICBcuXEBYWBjOnj0LR0dHLF++HP/85z9haGjY4nOa5uT87LPPoFKpMGXKFKxYsQKurq4dHD1jjDH2wHhMJmOMMdYRRCIRnnrqKZw5cwbfffcdLCwsMG3aNPTp0wfHjx9v1oW2oaEBmzZtgkQiwcaNGzFkyBDEx8fjiy++4ASTMcZYp8QtmYwxxtgjksvl2Lx5M9asWYOqqiq88MILWLduHW7cuIG5c+ciNTUVEokE69atw9ixY9u8Oi1jjDHWTri7LGOMMaZLRUVFWLZsGXbs2AGNRgMigr29PRYvXox33nkHJiYmug6RMcYYexicZDLGGGO6RkRITEzEsGHD4Ofnh0OHDsHe3l7XYTHGGGOtwUkmY4wxJhRqtRoAIBaLdRwJY4wx1mqcZDLGGGOMMcYYazNcXZYxxhhjjDHGmG5xkskYY4wxxhhjrM1wkskYY4wxxhhjrM1wkskYY4wxxhhjrM1wkskYY4wxxhhjrM1wkskYY4wxxhhjrM1wkskYY4wxxhhjrM1wkskYY4wxxhhjrM1wkskYY4wxxhhjrM1wkskYY0ynSktLMX78eIhEIuzatatV21AqlVi+fDl8fX1hamqKnj17IiwsDLW1tW0brB7iz5cxxlhHM9R1AIwxxrquH374AdOnT4dSqWz1NhobGzFq1CjEx8fj66+/RmhoKC5evIi//e1viI2NRVxcHCwsLNowav3Bny9jjDFd4JZMxhhjOrF161bMmDED//73vzFu3LhWb2fz5s04efIk1qxZg7Fjx8LMzAxDhw7Fli1bcOXKFSxfvrwNo9Yf/PkyxhjTFU4yGWOM6URwcDBkMhlGjx7d6m0QETZu3AgjIyNMmjSp2bJx48bBzs4OW7duhUKheNRw9Q5/vowxxnSFk0zGGGM6MWTIENja2j7SNhISEnDr1i1IpVJYWVk1W2ZoaIj+/fujtrYWZ86ceaTX0Uf8+TLGGNMVERHpOgbGGGNdnEgk2gXgDQD/IKJdD/G8vwPYDSCaiP7awvLPAfwLQBgRbWibaPUPf76MMcY6ErdkMsYY02fO//tbcZfllf/769QBsXRG/Pkyxhh7aJxkMsYY02dm//vbeJflTWVVzTsgls6IP1/GGGMPjZNMxhhj+kz+v79Gd1lu/L+/9R0QS2fEny9jjLGHxkkmY4wxfVb4v793q3Bj87+/RR0QS2fEny9jjLGHxkkmY4wxfXb9f38977Lc44712MPhz5cxxthD4ySTMcaYPksAkAcgUCQSNZtjQyQSGQLoD6AWAM+x0Tr8+TLGGHtonGQyxhgTPJFI1E0kEh0SiUT/EYlE4qbH6fY8XJtwe8zgpDueNg6AHYBtRKTouGj1D3++jDHG2hInmYwxxvTBswBGA5gMoM8dyzYCOAVgjUgkGisSicxEItFQAFsAXAOwrAPj1Ff8+TLGGGszots/UjLGGGMdSyQSeQDIusviHCLy+MO6LgDiAJQBGEpE8j+uLBKJTAAsAPB3AG64XYhmH4BlRFTT1rHrA/58GWOM6QonmYwxxhhjjDHG2gx3l2WMMcYYY4wx1mY4yWSMMcYYY4wx1mY4yWSMMcYYY4wx1mb+Dxf8VbvUqs+TAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.algorithms.moead import MOEAD\n",
    "from pymoo.factory import get_problem, get_visualization, get_reference_directions\n",
    "from pymoo.optimize import minimize\n",
    "\n",
    "problem = get_problem(\"dtlz2\")\n",
    "\n",
    "algorithm = MOEAD(\n",
    "    get_reference_directions(\"das-dennis\", 3, n_partitions=12),\n",
    "    n_neighbors=15,\n",
    "    decomposition=\"pbi\",\n",
    "    prob_neighbor_mating=0.7,\n",
    "    seed=1\n",
    ")\n",
    "\n",
    "res = minimize(problem, algorithm, termination=('n_gen', 200))\n",
    "\n",
    "get_visualization(\"scatter\").add(res.F).show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.algorithms.moead.MOEAD\n",
    "    :noindex:"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
